{ "metadata": { "name": "", "signature": "sha256:9d9fafdc27a9b282d589c3a0864301cde6ba31a771ce1a802fe66a1e533d7766" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "During hydrodynamic modelling in data-scarce areas, we frequently observe problems with the used space-based elevation records such as SRTM. Very popular ways of dealing with this in hydrology is to simply dig a very deep channel that carves through the landscape, or fill up pit cells at places where known channels are located, to ensure that water always eventually flows into the ocean.\n", "\n", "For hydraulics (in particular 1D modelling), hydraulic connectivity is very important and care should be taken that the elevation along the river network is as realistically as possible. 1D drainage networks based upon space-borne elevation usually follow more or less the centrelines of channels, but problems occur if channel elevation profiles are obscure due to vegetaion within the channel, noise or islands. This problem was recognized by Yamazaki et al. and an approach to carefully dig and fill elevation to fix this was developed. Yamazaki's algorithm was reprogrammed in python by Hessel Winsemius and Tarasinta Perwitasari and can now be applied on any gridded elevation dataset with drainage network.\n", "\n", "This notebook explains the problem further and shows how the hydrotools digging and filling algorithm (dem_fill_dig) works with an example over Curacao.\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "import hydrotools.gis as gis\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 1 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's load an elevation model and drainage direction data. These need to have the same number of rows/columns and be on the same geographical region (of course...). Here we use PCRaster based drainage directions, but the array of drainage directions can also be defined using a 3x3 numpy array.\n", "\n", "We'll make a quick plot to see our data" ] }, { "cell_type": "code", "collapsed": true, "input": [ "dem_file = r'data\\curacao_dem.map'\n", "ldd_file = r'data\\curacao_ldd.map'\n", "x, y, dem, dem_fill = gis.gdal_readmap(dem_file, 'PCRaster')\n", "x, y, ldd, ldd_fill = gis.gdal_readmap(ldd_file, 'PCRaster')\n", "\n", "plt.figure(figsize=(10,6))\n", "plt.subplot(121)\n", "plt.imshow(np.ma.masked_equal(dem, dem_fill), vmin=0., vmax=50)\n", "plt.colorbar()\n", "plt.subplot(122)\n", "plt.imshow(np.ma.masked_equal(ldd, ldd_fill))\n", "plt.colorbar()\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 2, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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h0kqKm6K3paLM+v9thlZKOWmtY5RStsBu4COgPhCptf4m5aVZp9TEsKvXb1KonhFjaF54\n8BNZjlXFtqwbf/Z4E5rDw+o2OO02UmPZJMJzNWXtB95UrLWD7HZwt3lOsk+/Zea9ESJtWCJ+weNj\n2Autb22JEYDPqN3M3VyTnCNvMDeiCu5f3+GPi3+/+XHwh5C5p4HfSnbiy7iPyet0hYPLahNxwxWO\nAavDiLyTQQZUE6+8VyUxemTbTsAOoDfQHojSWk9JeWnWKbUxbOGAIdTdOYec5SNgV/LMtyFmOsQY\nwT0DzP2hDtmG7AInhdOU6sReO8eb40KI15ChIrBKXtcmXm2SGL1IoakMKgBqNuhjCt8fH/MbUMgA\n3d4E/z+q4EQ0dc/tJuZ2JirU38uRYTXhKBj8IzEaM6WqHkKkpRQHlh2pKLPOY1uMDMBRoCAwQ2s9\nXCk1BugDhJP0frGhWusHKS/ZepgjhlW/4k/D8G3MLNyTqEH72bbhB6q12sOWyq7s7BeNbx7wvQ6+\nuaFM5fns39+DSatHkrH9RFyL2tDnXCKTTg5ieOZpZtorIczLEvELHh/DXoRV9TH6y8DBOyGTieD8\n9jg/5ncNXDSB7zp46HEAj+0R7NpWhUH1J3PudBnIASXmHcdUOROqCCh1hYkTV7/s3RAi7bzA/Xj/\nE+D769/T42itTVrrsoAXUFsp5Q3MAPIDZYE7wGvXcpRS7d+dQYuwdXyv2hI1+zJV928hbPhpljhk\nIm5LLhp3tOFs8mD+kUY4cbAHjgYY3eYrcrfMQFtDAgdzGvigxPdcLKOYM7Y3py+ctuxOCWEu0sfo\nxXz11RZGHW3IcedcrPr19vOVB9iTFNHdj9ajXdaVPPzCFZt6CWTKFsWDuVmS3ooUFsS5E1EULVow\nRXUTwtxSfMWVijFOVdWnX20ppT4DHmqtJz8yLx+wVmv9WnTgS00Mm75xPL5NerF4bS/qD/WHBPhi\n4XA+rfE+U+3yMThvIt/Z2dDg94y89/5Svp/WiaXG9zBW+o7xRaI5MtmZLLdMRMbCoA5r2VOmHg9N\n4GiAw5+WJ1P9pRQpWMi8OyxEClgifsGzY9izWF+LkY0dxMJxY8Jzr6KBWOC+AzSe8ieLc3XCpnci\n1dv/SftaC6AK2K2Jhu+yUqx/QZQ6kVa1F8LqKKU8lFKuyZ8dgYbAMaVU9kcWawOcskT9rE255UmH\nqUuLeWSZsY/slwMpeOkyNkVd+CDhE2Ib29Ei1Mip8uFsPNeEEo3Cyd9jAuM9Itn+jiMZO0dy9b1o\nyi2NZs+ienSu3wHH5Ehe8fOjFOn+BgXev27BPRTCulldixGAagrzZnflSs7F/59X0ACXTc+3fs68\nEBUwkOsZ8rDc1IFqhn2MjfclOi4j3vv38tDHCaJDIbM7REZDeCQYTTRseI4BA+wpXToXb7yRP8X1\nF+J5pfiK63Aqyqz4z6stpVQpYB5JF1IGYL7WepJS6jeSbqNpIBAYoLUOSnnJ1iO1MWz3DzVoXngy\ncYttqffmXdavbwHzbgG5AF+aLS7Pune9IEt5uHyOFR7vU5ytFMsD3Y8WohCX8K0Ma65Bgls72p8b\nDxSjlN1XfLF4Npv/aM+syM/oXnUAvfP7UcAB7ifC/azzSFR2eFdtYa5DIcQTWSJ+wX9j2Auvb42J\nUVRUFJ7HTFza7MKszyED8PEaYAf4PmcvB9/tcK+0K03d1nD0UHXsM8RRtMRx7E1x7M9VF4/Vd4l9\nw5aoaR5wAwgB4oBIICCRym/s4cCBOineByGeR4oDy/FUlFlWRr5+ltTGsD1H9tKmghcx448TM6YF\n7vVCCI9yIeHANDJOKU7U0IOsGjURU//6tKu9Fm7G4WwfTnRcVgy5f+T69dG4e4Wx90gNNl5oxqQ6\nIwEFhR7i/iCSyJDjxOVuzHvTvsEnuy+rq0VQe7ITOz+KwU7B0Gb2nPtqH+VKlDPfQRHiXywRvyD1\nMcwqEyMAVQoqrtlLw/wbORpaiZGOX1Pz0z2s/vb52/MLuUFUaC8GLpkL4zScuwRcBG7RfFM2Zufo\ng+EyjGn8KdO/+xBCgXggAEgEdt5Gx+VM1X4I8TQpDiypuKmlSkli9CxmiWHOQIwv1PaFnTuAjDgO\nuEjCoXtkOdKKmuymtOpGBV9HttfxBX/49sZwmBML7Gdulzm4F1lB9lq2LDZ8CsC3dYez6Xtnug86\nh0N8LNe/KEK2WzOY4/ABzvPjUAq0higTHI6Crh+WpvAU6Tog0oYl4hekPoZZbWLUZeBeVgeXJf6g\nPcZCBjKvvcesjP24ar+WmPgnr1cKaF0HPt+R1P7/WX0oOfsU5+sUh2vngGCgJl2Nv7FwSj/ivkvq\n1mT7DYxrPoxAm/xcMhRi9/CGSTcPVl4hMSEvNjbyWnJhfikOLOdSUWYxSYyexRwx7Fi1snT941e2\nudajUNZfSLh/HPd7PgR5/IpnYh/u2c7lbtFxzDiv6a/diA3RhBS+j1eYG2XWn+Z+73kMjfmGzITQ\nJyoLm1pG4nM8qe9l1uvXuKfmAM5sabKeBVvv8U6mM1ROHrotxgR+YUBne0aWvsD1D/Km7oAI8RiW\niF+Q+hhmfZ2vgdjYWJbYVOfW4BzMtrMlY8twIm64s5UGdL/sSZanrHsK2H0SupaFlrlg/NYR1M67\nDZQBnEqAoze42bF8a3dGDxtFwk4nAgDfttCiyiS65XuHXVMbceKTkjh0i4GGBWjZcv3L2XEhRLpw\n+vRFGm1eyQfnfmCW7X1iCrUj84WOxPx+EbcrHYj7/SqZl9WlweYtNJngyJXl8WTen8DmrSOZpcI4\n7ZMTm8JN8fijO4eGrwRAlf87uRm3Zzye2gfHd0vTcGMdfsvYldYdfuRMDCy4BxNvgZ2CXPXt8BmS\nj9XbDljqUAjxyrHKxKhx42Pk6HeN+90iCAyEn7/OgsedEOqynWz975HrGXsVZwDPtU4U7gNKfU3E\nDnec10YmPVczCmgL5evvw5ZEIm0dyJb8APLqY7D7BvgOgZAbruiKJugN68Na0LHjojTeayFegLxE\n9pW2UK9CZbJjz/lcBFKXtW8XYt/7bbDfd401s/rToNpt7DvkJ2NuA87NM7C/SxQug6IIPFyQ/tqN\ne5tdmN35SyZ7f4DPxLZsdQijtkfSq0IijPD28V9Y1akzMc5NuPDlIlqdLsgHZa9SrtRP2CZfR1e8\nnYXt3aPIaw85DQ05fSyVz0gLYS7yEtkXt25dKe7szYt/YFfany9EmZ25CaiRjwTsMFaF0894Ou1U\nKFwoFENGe3jLBbqVnsOpu6UZ9ttYti1xJmDsG9wx5iQbQXisCmPV2sdso+4eRnuNZkCXqTh9FM3y\nHc3SZmeFSAkLDo4mnq1jSEXyRNxg5aUBzONPWvpcpM22mRwuPZ42E5ZwvtAe2gUkDTrrVsqGTb9t\nYv/hKvRsNIfoWyayNw6naoMNhJXLSWutCU6AzF88hJyQ2QaYBpnbReLe6wJlP+5AQMWdjPb35uRb\n31DhiivT3c9gsEsaVfsucHNjArH6LYseEyH+z8IDPFplYpQxY0aK7rhC36ELKXXgIgMKz+F6hjy0\n67Occ0ufvX4kkNEICY0MnHlQg3o79uFxO4SysWeIuvKQgCaX+CVDX7zxx9DCQF2Xf65fKzMMfg96\n3VmIEQOJRWyguQt2dql8wYsQ5iItRq+0cnXrcbm4QkffxPGD5Xjq6+S+EcnxYqUJHpGXkIfDmPd9\nVi5TkNNTYxnYvzG1yx/Au/Y+3mgYTvwdNyYETubasWzU+twflx0+DJ8zC4fsc1A3NAVstrGm82n2\nf9GUXcs2cO/OCI5mbkOdLps5FVeD38dX4sKcOI5+4kTAqlk45zawo/0Zlq4cZ+lDI4TFW4yssvN1\nVFQUmd7JiNdvFynLcRYHdcP58wTG/vD82xiUCTymAnmAnbB3XDnG4MvnfEqVqaegKsSUNOC0xcS1\nvjD3/uO302NcPmp/spXbywrCp/Dz8A289dabKd43IR6V4s6LqRjfT+WRztfPktoYdnT7n7xXFhzn\n7WCrGgebgTdJGi0qGNAwat045pbsyWHK4/VmGFwB34tJ3SH7Gd246hdP6XejyGQDNl2NXJvgiQKW\nFougxN1EGo8HfU5x9HZZ3lztxzi3LxkYPoMx2gBaMzqPARsfIzfHuNNbFef7K6fJmNdALhWCUvLP\nL1LPEvELUh/DrLLFCAAHeBjhyMyId5iX/cWSIoBVkfBbX7jbF/CAcFz4nE9xTIyDm8BocPrGBHPA\nKe6/rXMlZ+Tkyq5pFLoUyO1s+TDsSoQiMGBIBTPtoBCpIC1Gr7QoR2dOLk3k5Ad9GdZgAm1mLoGL\nsCsCGA5bP3bmy6mj6XdyLsdV0lhDny0fTX/tRtlRjgBkeyuKA1FwtpAti8KdcPYK42KnSH45fpDR\nGxey7LQ9Ck2FgGPM3jiQ1R+XwORjIH7jOMb6amyuG+E38HozlK3sIlN+A7/YhLHn95oWPDJCYPEW\nI6sOgx+Gf8vt3Fm5R8gLr3sr+e9P16HOYHjzDX84C7gBDmC6DPO2QDQwMC+oa0nLOwGFphSg3cHL\nMB04dQUwYdpQAKoBRbJStuxyjh/vkPodFCKlrPrMTv+c4mIp3D4TR4rn5XCHCjQd+zuB5fJRq/BV\nFlzvQplu6yna+ziZ4yI4trsceU7co8MCP2a0daCrn5E1GcIYmB1c7GFvqAe7V7vRynAW7wMJ7CtS\nnjV1e+BzYgIls80in9118va5yca7+TBgggtQtNFZzpctzpaltWlYeifUgCq2vVmzZQvOhc5y504Q\nOXJks/RhEq8rC8cvq7yVBqDqw7Ucih8W+PJmRV92HEn5tj6rAja54eQ6yJIBbExw6iHsS4QaQMPv\n4E5O2FyiNZ/l+YobPxWB+cCJYOAgcBXIDHV6wi5wdvQnKso7VfsnBKS8KdoUmvIyDe5yK+1ZzBHD\n8j88x41+YRiXVMX58/VEf3wEyE7NFiWpt7YOY6uZcFtxjfsF8iSNug98v6A6763ZS5lSe4kJh28/\nGEPZXEdZWyuCnl6JdKw+hj++HcumEGj8OXRuPY/OLKXN2HUwB+gDb1WfTttmyymZ4ySHrlfFYDAy\nd3M//Avn5Y0fjMx4tzFbXD9gZKmxqT5O4vVmifgFqY9hVpsYAdiMNWKqYcOPdX3wyjKXo5FmqNy/\nOAHDh0DQBBd+dHiHXxL7cedoPvjGACtMYIyE3A/gxkrI0hxaFYZDJnbOOEatWnJbTaSOJEavJnPF\nsKSuPL7Ydy1AwqZbuB5uRd5ZsZwNPEtceGEKXztAix+j+WFmTuKOd6NV42E8LNyQvm/PoJNaw5GI\nEux3P8vAvAoVl1SfgIdQ2AuoDvuLVSb3oEv/KPOX3kUImJeFwZt3cWTsQ7IeS6SpTwaWN2jD3mI1\n+KTTB1x635G6faJSvX/i9WatiZH19jECTGts4CIcsylHi5/TJo7HAKyHbPvCqcVO3rGdjkOeGKgA\n1DSgJjpzc1I1nCf6YPi+IHk/vQylDdSu45Am9RHieRhtUz6Jl2dDbjvuz5pKnzEPcA/phsHNnpXj\nmhG3pDsAAWfeY0qvkfTctAJu21BynDObB1YjfsNNzjwsiKdzMO+0hZJ7d0DrpG0uDgFC4eufoPSl\nv9+tEPBrHL953Kd6pRN8En2erFVtaTfQnlG3T7L7TDzfHhnJ0kEmDMdcOf51LEsjW1vgiAiRuvhl\njhhm1YmRoa2RpRXa0rPn+3zfNe1avm7cA26DI7EEkY0MGWLBAagOGZuGE1vMjpytbmAab8O1iwWh\nDNC4BJ07L0+zOgnxNJIYWYee1y/jOi6cGQ0GE1w8L98d/oQ+cz7gpsmd8h7J4bkNzAr9Ah7E4d+q\nGOBAj6a9SfS6gs2XUVALojJmJXg5BLaG4blg0wMYOM2R+1MdOfdT0n24wr3t6RmSBY+Ktrg4PeDy\nknj27/GmY9c1jFVj6Dm9PI0mubO1QxR3io7F4evNljsw4rUmiVEqZC0ZRGDVVWybD2FpWM6CMNCL\noab/EQpyiYJuAajaJmgGiVltaFViBasT2+Jx/AZqtwYj4ARLtzfDZHrGaJNCpIFEG0OKJ/Fy3RqQ\nk9utPSjlcIxOvZZyzLkyi7wesGZeY+Ae5UocAdZjyGHDvgs3sasym9JRVekzbwF6ujtxW8A1IpyG\nlw7g03KhJYA7AAAgAElEQVQWiRpmfvwBvwx+yG9u9yniYw/ALBWGNoGzl4FZKoyC38TQb/p0lu4O\nImCbD42PuPFp/R58XCyQwX7fcPwHG4IbZLfosRGvp9TEL3PEMKuOgkFHcqADP3zqMtVcoHkqy4kD\nNq0DfoMGehve+JO/9DmcS4RR3vMw3WwWsaN4dXI53CJDtxhQQC6ggxPNms1PZelCiPQqrNBJvMYN\noGDGpZyLLsiZUiXpW/YgWyevA0Blcif6p4yMPhbF/V5utAgz0fScFycz5uRoc2+8bg/Bxf5XEnNc\nZUaNIXz386f0qLGAN/0CmdnRj+x+zUmI1sSHa5Z08QOlWOT1gN7hWfj1vOb4oKpccPme4B/zkiGn\nA4eXdOPguFLMcbzPnUNfEr1JceRUKp5sEcIKPTMxUkrNUUoFKaVOPTLPTSm1RSkVoJTarJRyfeS3\nUUqpi0qp80qpRmlVcQD9HYx6fwp171XDwfm/v7cG3DPDH2YoKxEgF+SPv0YhLlJCnWGebS+Wd2tI\noppKq9PrMBptSNR2kB/aTFsEDrBxU1EzlC7EizHa2qZ4Sk9e5fgFMN7razzjemM6ehm3C/fZG5KN\nJfN7kGC05eamBFbPLkXYFme8p+xk39zqDKz4C6OW9WDT6R7gnQtDTiNxy/JwVp+lxomGlFkxmdXL\nu9H/gB8X7Frhs30N9lkUGVwU2xb5oJSmv3bjV5f7vJMdcp66gyE/7Ntqh6PdQ3yWL2ByNgfqtazC\nqFXDITKOhMtX0/owCPEPqYlf5ohhz9NiNBdo8q95I4EtWuvCwLbk7yiligOdgOLJ60xXSqVdq1Re\nhepvIluDfQx7zKtA/ACq/nd+BqDHC9bqPsB5cLqXSAGu0lz/QaZCfzBrUdKdM3vfKOxMiRh/zgAG\n+KNPe/gTMHi94E4JkXpGG5sUT+nMqxu/gAEdz6DQrPjAj3sqJwMP1SQscAvbLzWg3ldLmHZxKomn\n7egSt4wmQRtpsqs7VZtcp/GK7eD/O6bbMbhdyop7cNfkLSZ12qbaLsgCHs7/HeNtaaEHdNuciQpX\nA/gwsDG0gW92+eCcN4ybP7uz2TCNjwp+S74RMTSr2DEtd1+Ix0pN/HpSDFNKuSqlViilzimlziql\nHpMdJHlmaqW13qWUyvev2S2BOsmf5wH+JAWXVsBirXUCcFUpdQmoDKTNa5ttQD80YPwoJ341ivPe\nuiN83yzp3R39PnIm+8lYbH2MVKwHgbNg0VHonA8KloTPX7AZ6TIQcx6ctoJn72AqHTmCgxtQH2q1\nhftr46hqt4/E0g7UaLIDm6NF+fFYCYKDHc2910I8k1HeBgu84vELGFduJBpF3yYzeL/6dKbHfkzm\nJXc5hjtevqGcuOZLnG1V6mYYQ5G5WYiqkZkfCrtif3I3sYPbMbnDYO7vWcWEXomALxBI5zlrWeLz\nPqM7NOJhBW+G5inHErZxqI0963+Io8XOzNxrHsGK2d2o2vQg3w4B8sPWuC8ZmOkLVud/i6hPXDlr\naMrpxh5UrdUurXZfiMdKo/j1HbBea91eKWULPOY+U5KUtjll01oHJX8OAv4aIjUn/wwiN0nqbZMm\njsw+RwX/Yhjtb3Mqy23af6kZg6JjR6g56TD9TLNowVrKfHGReUehqzsUnAMJC5Jvjb2gb0/DqHVQ\nofhZfKtA31FgO74aDW3GsudcQ+gG6lQip4aVBVcFnSFr9gtoo4fZ912Ip0mUxOhpXon4BVAtPi+L\nkj83Xr6G7/M70pZoAHwGtmPz919RZM5Rds8dgt+UXIwK/hybfJPZ0HstGZbG4VIliJCauXC/fYfQ\nnABGlvR9H9s3Exn3YR0o/zG2Odywi2vJusKjsNGwpmYEnRoWpciUI1zf5obpc7DJCDfv5MXL6waO\n1+Op7ryde19e5dLg1uzzK0+11m3T8jAI8Q/mjl9KKReglta6F4DWOhEIf9Lyqb4Zp7XWSqmnPSv/\n2N98fX3//9nb2xtvb+8XLrt8+WKwAFgJ2QFmRlLmp3zkdb9B5EU3PrwyHUOIkbmfdWLg9aVkHGlH\nzH4Df/4ahw1Jt8BeRAIwbgW0P5r0feWXkPXnfSwc58PZjkX4tPBYLnxUhlx9rhE4Mj8JD5zAdAco\n8sL7Jl5P/v7++Pv7W7oar42Uxi8wTwzrVKcTvd+Owq7yfsr4HCP7jOH8rC7wiVGxMGIC/Tcu5ofb\no7EpehWd0Y99F6qTOyAXNd8dSe4LE5nSbAJ+l7/jQ5dJlCEAQ87fMYUPp2ToeIb9eQGHAs3pWG8h\nOnwhnxTbyte/NCTkqJGvP/yQ9gWWEtckDGOes3TcGEfmj+Moe+YkE2YXYn61vNT60B6ffbPpYMz5\nwvslXk+vcPzKD9xTSs0laUCdI8BgrXXM4xZ+rpGvk5ui12qtSyV/Pw94a63vKqVyANu11kWVUiMB\ntNZfJS+3ERijtT7wr+2ZZdRYgD59/mDHnTcI3BSJj08If0wqTp+IX/n6u9FMn9KHbQkNOGhfiQl8\nzBuJF6ky6CRTfk7qXPVoumhHUuLzLC2AOBfYnLyyE0mDQHa7lZ9ipy8wtOzXfOYwjnU2zej89iqC\nvwnB01NajETKpHTk2JvaPcVleqnQdDXytbnjV/JvZothY89+zvyxXSlZP4DLWy5x7mwJjGfrQolw\nuL0Z7telYcB+cAGiYfaugSwsXp9Vb/hwvHMAe4yTcVoTTwnHr8hyqAquXY00HLqBvgFf4LnRgdZd\nfufMigsY7Zz5w+87ln/ZmfU/NORBm2zUjH2byfoQpmWKrPa32dcwgkUzFvOZ39fk+OQK8fdM5Pe8\nb5b9FK8fS8Qv+G8MU0pVBPYB1bXWh5RSU4EIrfXox9YhhYnRRCBUa/11cjBx1VqPTO68uIik+/K5\ngK1AoX9HEHMGFVUXGv2yls19G8HxaMANsgAVgVLg3jeYgznKUuDjOyyeBV3KgM4PY+f8czs9DRBo\ngmPA4wbCr6zgooaB9eDoLdh44Z+/D9zrTrOqfmThPmXVcS5QhLXtO1LuyhKOHu1sln0Vr5+UBpZr\nOmuKy8yrgtN7YpSq+JW8DbPFMLfDR7k5tALRAeDZH2a06kdV30NQBcp/th2PiDCG7p/ByG1TOLEU\nKo6IwyHuOsW/XcKxTiNImLiPq8YO5CsUBIGBwELc7/RBeZpwKmvicEg+Tu+vTr18e5L2ygU8z1xn\n4YmGtF75NSE5uxL2tiN+VSJoEWak1PIgIsoZ2TqzEIX6OnNlx0bq1i1nln0Vr5eXFb/2+cez3z/+\n/9+njo35d2KUHdintc6f/L0mMFJr/djRfJ6ZGCmlFpPUUdGDpPvxo4HVwDIgD0lvUO2otX6QvPzH\ngA9J3XgGa603PWabqQ4qu/edpFaP0pADPt85lHasZNfDOthHx2N6qChxPIDKNw6T/52zdFDLaR+2\nioKhgdjljifT/liO9IFjV5NaiYKAEZ7gWAhW7oNT/ypLAaObg8oJFADuwoo5cDri72WquIDXg4IM\nYzJnI0oSsi0HDwMcYeQOtK6bqn0Vr6+UBpYrOkeKyyyg7qSbxCgt4lfycqmOYXv2r8blcjdmVPyc\nRSE1GN10EkNclnOhlT1FrsRx8MNMFPlUsbd8VtrGHCf2V2fgOA69c+H44W1MV3JSO8yfLTvjab9u\nHfd7dWbj+iu4/vkmob2KwNajNJ68n+veNVhepB29JizmiG0lmAceR24S4raZ98494IdyQ7jx0IP5\nh/uQJ+EaxU4EkMvtMjM+KkS/6ze44TeTqq2lA7Z4cZaIX/D4GKaU2gn001oHKKV8AUet9YjH1sFa\nXyKragPfmOCggUrv7KQkp+nh8i67IsBggOJ1PGg/OQj34reo5rCPquynU9xyCg69ydqf4KQJtE7q\nQGAEymWCVv3g7LdJydKqR8pqlAGq1wb6Q0xLA8EZPMkzP4hxvf9epn42qL7LAKcgIdaOkV3H8N3E\nUTBiB1rXQYiUkMTo1WSOGJaQx4BdeQ1nIWvANXQMxNZeSffzGZjx1SBuDXIjR4X72ByNBybg8aAr\no85P48MO3ydtwA4e2jpiVzmBr3430i0iG5Xj9nC/bA6MF7/BU/cg4FRxQoq60urnjVQJ2Mf4aSPx\nGh0K44PxND7kXoZIPCKc6Lrfj3cKjKeg9wMuNYCim+HS5VzExDtzaeNc2rarnvqDJl47r1hiVAb4\nhaQRey4DfbTWj+2AbZWjualcUCNgG+2cVxBcMSuD6o3DDsi030BdPxNffgxu4SF0L/8LFyiCA7F0\nv7KY05XvsjQU4v+1PTcgRyZgNxSvC1v8+UeXy93xUP02RM8GmzoG9mWrxsFeRnyPrWXsd9CyEzgc\nAR6Y+KVtT3pX+Q3PriHYVoglUWV5SUdFiL+Z83FXpZQDsAOwJymorNZaj1JKuQFLgbz8q+VFPF3G\nSevov+lrvm08HGzh3ZU/06T/BIZ+4s98UxQlKrxNG5bx0ymNbmTHlvfrc+RixN9JUX/ADW7096CI\nvT80LUDI91NIrJUR442jVOsVz1VTIjVXHyBkmDu7fytGoZYPWDXCgZtfu+MVGkrUe0tx9nUkpFFL\npu3JROhv3/Gg0hW2ho5g/+kS+GUIpHuQKzlt7ljyUInXUFo8rq+1PgFUep5lrTIxyjA5jtGmcZBx\nJ+0yw6zk87Z3CxP5SkPBjBAcBN/d+ZAdOWoSSSZybwpiTujf23AkqWXIlqRO2JV9gNzAfSh3APYk\n91V3Sl4uKBCy1QZ+TcRpRAxHKI9xqg01pwZTeuk+Ds4tS1vHEQSSnxybguh5eyGfJU4CHfzSjosQ\nfzHn465a61ilVF2tdUzy+B+7k+/RtyRpoMSJSqkRJI0FNNJsBadjdXrEM3HKSGoP+YKd0z5hzJUJ\nnLeB5ZO8yTZGkb3aVbL0mpu08DmoNvkA3bbN5pvr7/O2rTc7A+ayI7wOvA+B3bMTOy6Or85NQX+5\nmgp3ihPk1JFEZUvNyv6cHZ+bYquCSKyTASbC8bfzsPXdWjQosSu5Nl8yOjSYbhG/UmTKfcgD5VwG\ns3rMKByzGojyeOJwL0KkCUsPN2KViVHCvgwUj7iIVxs4uvrv+b9eBrvL4AUERkGD+tHEnHXiHMW4\nXikXScOSJPnoW7DxhHHdwQREbwVnF+AeHH2kSclA0ihQ2SZDTFc7YpwdyGiK5qyhBFtohAOxVKrS\njkqlj1Hj4h7WbOhAm6D1BBbOi7qt0ba1XsoxEeJRRjOf2o881poBsCFpMPgnDZQonqFx4FYyTP6M\n6x/OwHX6HvK00jx0WcbIB9OYsXAdFX88w48B7flm9RrUwAjwv4qnSdPo952MN57i2OCclPsonDVt\na/PV6E+4Xr4QhgYJVD8aCoUjuB6cm3sqJ3W3bKN/k6tkH9AHgNzOIdQpMIoz+lMKjzpPQEBRMnet\nwbd+8bh8Oo2bt93x6hJK5gWlOdRtCBX4iRNO22nwn8HDhUg75o5fL8oqXyIbMSGayrkPsOckrIn8\ne76HI3xcATr7ZcB3EvxyAZabOrCT2nAsqeXmr3sBOzqXYVx3GFIYBh7yZMO+Zpg+U9AV7gKNnJK2\nGZU8mVaA4+0EwuNcqXT2OHm5Rjz2HImuSJPcf3DXW9GSNbDRQDfvn/FcchPTXRtwsX+5B0eINKCU\nMiiljpPUgXm71voMTx4oUTxD6cQ+uN/sT55v+vJgQA3KfXuJS7oZ/bpqThTOxEZjE440msTSYVnx\n2/UmntrApbmlWRHcjjmlmlHu53DYcYHe9n5s3fwmGx68yaarGtNP7hy1K8f4sNHkTrjC9UVBVCh+\njKUFH7CpZSSjfQ1898teEiI1I06X5vsxA4joWpvIvmf5yjST2HsmWHKeWdl+pMGiacQbM9B63xJL\nHy4hXiqrTIwyZsxIzfnn+GT7Bv7qwTN6NtS6VxiVCbY3roHf0MbkiGjPmdtluKc9Od+0Ev1WutD9\nnCuxDz+mSdgBQowTcZpqw4cVv2Qf1YgpYQOtoHNvuBP7d3kawBlUCOzOcYNM46IpxCUSMRAb5ci+\n2fVo/sNemsRuhPlGlrTpR8Emt+FzIPTgSz8+QhixSfH0OFprk9a6LEkNsrWVUnX/9bvmKYMhin/y\nrlWR3rcX4TS6HOpGKJWcpkOjRjB3IS1cfsPQxUTCwexMvTuajs1WE9roBC5v3yTuQyd8TvlDLEAR\nwhbOJXhcNkDjPNaDTY0vE3R7MW+7vwfAW/WPc+RsOYb2NFKwkz2+XtArdgFb2kXReE0myl1eRGCo\nG/A+92KjKDTtPrQsSqcmc1lwchIh0Z68tXm25Q6UeC2lJn6Zo3+SVd5KA1i2uBF2wxKYfyIbxln3\nKVd1L+8bphIbFUDu0Jt4O/9JyMqc8KMBvocm03ZDTZIG/M8M3IXv3YbxfaNhlGc3baJ/51SGkuT1\nvEnOwBBOmf4uyy7574ZWSbfoLl+DXNyiDCfIni2IrdlacOKzqnAGiIKECyF8dmcUPx94lxM1Cr/0\nYyPEiwSHw/7RHPZ/7ACw/6G1DldKrQMqAEFKqeyPDJQoHepewORKw5i++AjwA37nBsHiW7jfqkCD\nvYvpdzkzIz/fy6kBPYkPPUnmhdWJrWZP1Wlz2NnXBxb4YvNGW+zb58dQ9wyfB/jRbpMfRbtfoPAP\nJwn4ojRTDgxm6eVyvHVxD5saOBP5dgx8BccqZKZeRxsW539AiygTpwY5snRZW9bta87bPuW5tMTE\nZz/P57PmA3F2daRj8HSggYWPlnidWPpdj1bZYvSXxKnQNPs6csQrrrp5Ub/LAjYfhhK/XkTHKHg3\nHo6dgoHAsmj6vzsNZibC5xoOAM2hds1NDOIHTmdcT64ux8m5LgTfbf8sJxMw5Q84kPy8jY0J8nGV\nkpxm1cF2BJbywFDZlHQPrjA4dM6Mw6h5DCg4Haq54uu77uUeGPHaS8Tmuaey3pnp55v9/9O/KaU8\nlFKuyZ8dgYYkjYW6BuiVvFgvwO8l7V66kTgnDsjAtkllqJ//Y0JWFcPr9lGK9rdndae6/BlcAwwn\niejmT3y0PbXbXYYPQDkXJt8xGwLfGMj1C/XpvngRE2/mZdEGhVtYGIPmNKdft1/pvPQkt866cWV2\nHM09gTio438DB09Fu+MuFHEG75y2NAjZRKnf+3O9xDE2fZ6fjJnjsTnsRuxIR5zySfwSL9eLxK/H\nTall1YlRyN1IYtt74LDhBpNchvPrahhYBaK/gbVXW2M32ABsg1MrgZnMsnGH8BPgFkfd/evpXHku\nN/Ci8KCkHtxz1gCH+c9hvQfJr3VMojyhwI2btO7yA2ubGPmt4H323CqK+9I7kBPiHTJQsZQDDsRD\nNhg7ttBLOR5CpJEcwJ/JfYwOkDSK9DbgK6ChUioAqJf8XbyA84fcmDb/KoXnGziy+H3UoDG0mrSX\neZ7h7M5+n5N1DzB0w3Uq1MvDtEVv47e2HZkqbMcjqibvevXDpKMYGDqOJlvWENuuJ5VPu7C/nzcL\n5s/B9c5cWk9cyfYeUfQKMVJ1mz+3hrixv20ewk4ZyVriPpSBTGsiGfROXQYmmvCyh5b1bImzscer\n7koA6i3OyLqxPSx8pIR4eaw6MXJ3d+Pizrzo654MaDGXslebE7fDjR8fQsDAw2RpHwqqARALRYdw\n/XodIAs8iGN7labsulaH+mwjdG9Sh6L+WYHb0Mb16eUmngObCg8peAlu34de9zw4M/UiwQ+9yDDw\nISYPG97esI4MwfFJj7S55k/jIyHEPxmxTfH0b1rrU1rr8lrrslrr0lrrScnzw7TWDbTWhbXWjWQM\noxdX4I2ivNf9Jy50L0n0h9nIvKwuxORjHLMwvZOPWjOd8Z08msKnAhjw+2x+fLifnOU8uKcUI4r3\nIEffkSw89xH3ojLycePhDO8+AXVCE970ErliSlE69iTu611pvmk9+5d7c+RmJfYYW1OqdTiX85ZC\nrbnEksFlWVzjD96/VZ3C2zPzSb4J3I+yx3N7gf/Xc6GXjHwtXp7UxC9zPNFm1YnRo/RWAyNWfU3W\nHuHERw8li19j/Co0hYElKFNGwcXDtGwdxd6j0fDwDITDrRkF2PawAW+sSQoAuTqArgYl+z29rAVX\n4WI02EyEgbdt2JylETsDfyJfpivEb3WEreCj5+DYbSUqiwbXDGl/AIR4hCU7LoqU2TfjHrZl3Jj3\nlhdoH3p/E8g7PeexxsuWHO3cyTb4Cr/UduXkG0U4taQJ0z7ej2d8b9TSMZhuRbF3uxezPUeR3+0K\n7jezgAG+a1+eXqGHOFWiBGpENBVyH8Llx6W07v87pwsHsCnQBzePGAYO/Z45BfaQtWU4o/qNA+34\n/3qN3zyOaYV7WvDIiNeNpTtfp5vECCBgVh4eOBiJjXWk1YGNVF9xjGpf7uBEli4MHhzN9YKe3K9W\nGlW/BETGwXEI/Kw4LTOvpvvh/Nx9L2vSDYGq0MrryeXYAKWbA65wq5ORG7aLiCQTN+7nThoPIF7T\nr9ev6C6tUEc0XE9k5kz/l3IMhABJjKxRhdLlyO8Rzo97mnLT5A7t4GBYNo5vyEz5A/PRU6/xu19T\npv/6LrkXnmXImulEDsqCy+oG3C9XkgEd3sRtyQ0229Sg7ParhL59iIFzNjLix2ncy5kH2IjX2BDs\nAopQvu4h1mefiUeFnfQpvZ5eTp+wdURGlrd1pFTdBcTMdCe85X3K9rjAZ41Gc2JJPH47l1n6EInX\nhKUTI6t9Ku1xPu19mA+G/UJ5jkII4Al1Mm9n3zFvTKUiCVt+nNabotjYNRMjg3bjpW6ydnVHLm0v\niXerzTRgKyPeHMjtTVDAFYaWgClnoLUt+CX+XU5JgBgIagW57KGZDTizjz/yNCcha2a4EgNH1tD+\nzHvwkwGqGxjwlTcuLjvp1Km2hY6OeJ1IgmOd5ncZTPF9s4CV7PW3ZfilTXz4MJGAXWsIDN3Il34j\nGf/TYI4O8OdhnkxJAyREQNaEa4APDxovocSNoax9500KhuSk3MLjFLK/jrr7M/GtBxE0OjOJJlve\nODedzHPCyeMLt50K4hVrR42ph/ii0TCqZVnGtY+z0i/xF66FJpIjTxg3Z2bijZqDgI4WPT7i9WDp\n+GW1L5F94rZzG8nySRhOiTHcWpcdW+cgSsy/zfcdq9HB5yZBR3IRmNuVswvCqT7bmTsVo1FTC7HT\npxoPcOXdOTNwnJ/IXH/wGaJQpTXLhsDZf/We6O4Mi6LhkxOKa7lz8UWWkayPbE5Fm8P8kbE1EEy2\n/7F31tFRZEsc/noycXchQggQ3N0tyGKLE9zdfdEAiy0Liy0e3J3gwTV4cILGg8RJMpGRfn901t7b\nfUCADdLfOTkMk+muvrfhN9V1q26NhElLXMiIHMqoFgvgugox3eSTjFvm6ySnTRhPiZVzbLOOECQ3\nkX0Ln1LDSi+6xq1h5SWnxww8HMOIUu5lV/x4CpfQEDB7MPvzN2Yuo+nqP5J2l9Yw/fopAJ7NysfO\n+BbcLVaC5w2Scetoz7HvnPnZbD3NvfZwdmkm3GpKqa3HCTlcBcsWcVwKrc7rVEf6eMykUM0kgpaZ\no+6YQg1vsDvwiBHd61G+cQLBg9NQn5zChFp+n2TcMl8fuaFf8OEa9tU5Rv/Ntm1H8J3WkEP5DXgc\npKF7kCGvp2o4skWLhU7qfAkwvABYBgDngPngFzKW4pn3uGv096WqCmBiXxAagNZFj+oVjxOe5YGT\n6jXBgyphPSSexGW2JD+0JKWliKvXG1gJZeLOc+OG3CZE5t3IqbAEitVybLO+cEF2jN7Cv6lhv1yc\nz9pS1blrcZhjpn5Ur26IZcqvrG8/jdLPM2CzDrMoHauVCfhVhILPH7PzXlNKOd7DYm8QSa9qYrwk\nHYNB53jYuz1Jj7XcKZ+MS2hFtOvv4jM/hYhoe1Rn1LQpd5wFu+vi4W+P4/MwVMNt6RPRjBqBG+hf\nVsFuAwUVJt0jv6dcaSvzdnJDv+DDNeyryjH6O9q3b8TJJbeI6N2TpDiItHBn0sbV+ER60bjSH5+L\niQP84XVnC6aGjGGVtjfo/nmtUQEoboIYqeB5mTzYE8tpsTZ+WVOhFjy/4IneZBU7n6vYOz4FCotg\nDTeTqvHsWdgnH7fMt01uVnTIfFyGVx3BhBMXsdd2J/H29/jP7or6fGM6DOxOxQo7qPHiBifbpnJ0\n7SWqm/XgycACNO5/AkODDRh+74Gin45SJoehYFlc9YbQtPAYlFX1yW/3hKrX1SRXNwKgQJcUTm9v\niEV+PV73tmfLpc6wCTpEB9DmoSVxm8zRMwSTmA97mpeReRtyVdq/QJ06pRl1+ydKe4PVqCfsf/E9\np11q8Of+rudUEPajMweMm7BQNZSYnV6sMe5GQ7Eow16Z07UO+DrCby6oFph5Da5P0uHlH0Ff3Qou\nGUWwzbYNbXutJ76EDRM9p5GQriFOC/FpFgjeOnAVyF/wm5h2mVxETr7+umjXfBiKXQIz8wm0KL6L\nvQfa0f2pM8ZG+YgV3pDVpSwbfL7Dwup7ADr6ridTG5l99GqCzdWk1LEBIJQstKOacK10MtccnDj5\n8juujlUR52fHLJ+RGJ/Iota5UzxYE8fQvXPpVmk9mxyTeLw+k2rLTPGvG8/Pe9fn0kzIfAvkdvL1\nN/MN/WKogG+LNIo1TGSjWVcGVFmLWNiCJ2/8aVEN+l6ADEMDXGJiSZzpAncgAg/GM4u1Dh3RnHDF\newtMqSt1yhSBGkD5iaDnDfVUZzDLbEp3vTUMZSHH69WimvoiDbJbi2ysk0rhQvelGbdwz72JkJGR\n+SK5U9OQmJS51HQ6Tu1Ltzjs/T1bKvkCCfRr6cO0kj4cimlG1BRbFncdgb2mO+fTamD7shFZJ+OQ\ntqkVgXr4+lSkX7FoqodH4HnoITtVbYluY0tHw0388t0M5m8wZ0zzqxzPWxfN5VjSX+twriE1R9Jm\niXjU25WLMyEj82n5Zhwjc3NzVLNMWGx/n4wMAzrs3YCHLoJdAe3wPz+bci6XOWwejl1mPOyAAi0f\ncAqTU1cAACAASURBVPxJI8x5wyWqECjU51Ydb5gGPUtL54wANBuAxWDYS0dN3wP4LL1IlbbBuBmt\np86pC5RoI332TSr0rrcUrIGSULZsUC7NhMy3gBwx+vpwsHcg1syLJf13YrXiPK+0juxY6MycXfuY\neT2VzYopDDLpwf0lGZT7/ipKnYakATpa/HgEKEp1/404iN2xF90ZfVfLwItl2H1cIGpeJN1DNlCy\nyyPcSj9i5rqR9J8G1wJU3F9cDhRFuLR+BnvLJRMVqGZCa3DvG8i+83IHGJlPQ25HjL65hILOPlUJ\nDFSydXZZwgPzYOEVz4puWiIuP2fcoCyKKW5CaApPAovQesR2nqm98NAPw4UYSl19BD/DrGBpL6Mn\nwIx7UOQePMg+v2IP/NZ/9lpDmNJTeq0F6rZajtfuwTwbWISbd4oRFRWDq6vLvz4HMl8/H6NfkMzn\nScMps5jnM4+rWbeYHnQGh9YDmWy/lJZNK7Gx1QAa5o/kzrSSJOtZUYl9bL/cjwuzVxKprcY91/K4\nN1hCkyvHqBkaTRFDXy4s3451NaAWLNoHfnmBxdBUPx2dRQYdZgYzvdE8No6C15c1ZAULPCsLBUbO\nQHOpCUrlN/c1IvOJyW39+uqr0v6Jw4ev0u2IO2MWT2f1lIE8OpIHWlhKTWbHKmE+UBns50fTynYH\n7kTgm7WDvBdi0C0FdQjsuw9RQMr/seMIvMp+bQp0Dbemg9kmTnb4DgLTEHWmn3qoMl8wOa3q2CE2\nzbHNtsIBuSrtLXwOGrZp8yIGGnRgmesAUqLMuGvoTpPts6hpAcaHsghY1ZheDZai1+ws1aMy2G/n\nTNZxFSbjlKhmtwR+QjlkGJpFs2njUZijtVNpeOkIJAGpUFO9k1g1+FWC6CAb0l/qSH8lsrtUMt9v\nNmVfxzQcz42hf/U5uToPMp8vuaFf8OEa9s06Rr9he/0FCaNM0a9hRPgNJzLNEzm/A86HL2LLrW4o\n8uooVPw2PyZMAhuRopr75AlJgP3ABtj9GO6+hz2/ZvB0nTsl9j4gfYMpnLuNqCv5qYYn84UjO0af\nJ5+Thll3TyRpcyzVX0bQr3dvOlwLY2c8tLEFKsHjMgVY0bAn80aMo9WPW9F5SLf2rn0xXs59jk83\n1e/nClykxHROedSXXhPk4kN8sAbzn9M5lylQca7UJuRQHelRsLdow6PVmew3WMXCLr7/+rhlPn++\nVMfom4+BxpdzplW505hOe8IaujP05/k82w5u7kO4WWQUTiMNwEDAok8K4hwQAoBH8OAYXFRB9Hva\nu3cCio2M4Niv9ahxPgielMTTM4DQ0GafYngy3yhyrtC3Q+Jaax6/rsjMu6PpFjOHjpGPMHXU8jhq\nKhMuQ8HrT5i3ZRyjjo1j925faA+0BPYArYGdQDKwDqJ656EMl0iq6klZVpJnlAsdLkl7ypi5KbDI\n/8e/q4Aqb9CoROrX6YHYuT2CIPvSMh+H3Navbyb5+v/RqpwBt0PLUIgQQvt5M9xBygna+iCL+T1T\niR+aAjVBmAZvDsLuPbAjDaJz8MB4QgWcgerbLtNo7W7ID2FCM8LCIt92qIzMOyMnX39bRLTyofmp\nhcx/dJ6JZ9IwedmDiaKIYCvibroVW1UcS2d2RpwrQA/gPGAFmxUdEYYfwyf4OEJYGvUPHSfB6znG\ng04w5E4I7dsfpMpiabf+yKNqrldKpqvGifDDq3CooqTmejOEfRmozss7+st8PHI7+fqbX0r7jeB7\nIZRN92Ze+QEM67YchgsIz0WOtKhFOB7067Ce1wdh6f9LKHpH+piBS3OgIShVGWh3GsL5FMQM8w8/\nucxXRU5D0evEnPe06ibskJfS3sLnqGHHgzrTueJ0dCiI1VsLTIEWwF6wDg6mTc0pHEhcQFSLAuAj\nojd0NUtuXWFQ+RWQ6Qf4gTAVe113Xi7Ji9OgMGKnusNUpKa2gKiD1XoJCMAUN/CLhGEbTUntYMgz\n/+nU7D0g18Yv8/mRG/oFH65hcsToT5xa4MrrDEeUNTOxE1+Sr+ZDOj7ZScH0p2AMlmWlZGqzPx3j\nDDTV++t7b2NlKjy+BJyFuX2GgQNQTnaKZGRkcs7K+Q3xPheE34PpwBTgJuyNAqKoN/oXQhwa8ELv\nAXovtVgqj7Ju7Cm+L74Lw0mZQDsUdrOx13Vn7pnxbCzWAYDRI6eROs6IC/3TWG+VyGq9BEDaDWn2\nxhEY2Qpc6J+Ga4sETMcOzKWRy8h8XGTHKJsyjQqRoshDfKw9uj5KEpo4ENqvEImtbemYvol5/gMQ\npunT3xfs/nSchzGU7QCV3jNba0so/LgamlZYjv2kV+AJgomKrKysjzoumW8TuSXIt8fZPjUJTq9N\ndd1OYuJtECaVxnK2GbCHnSfy8fJudaAJrmHjMepWgIX6Q4iJyENRp7tAFLaxHTgxvj7dam+i54By\naO4ksMpDxdxZmTxcnklWskidfAKtblti6qbA0mc+qUbFyehlBMEQPcCY+WdG5fIsyHwNyC1BPhNu\nHgihWZ3LvHazRc9XB5YpOPV9BndUvFzoQQrmrK7eCTpB+0bSMeZAzSJAcyjp9P42NYCnMUSHumLV\nNAFamWBormXRoiMfcWQy3yJyjtG3R82VkWTMtKZ3+YOsztuRFacMCLnqzcrG97AXe/CsbxHsteFE\nvZ5JvN1mgudUYNTQhZjoqzCdk0VS9UOUnDUH+BXtwyQSS56G/a1wb1bndxtXMgX2lEnG3EOBUFGJ\nq+cDIg6o8YuE6mvSMZm0kFP36ufeJMh8Fcg5Rp8hfQacx9+jEvt/MWD285NcPF8Hp1IReBuG0N5q\nC/VST5N/SwSchcxhStQFlZhNzCB4CQQghZnfB7+f4eGgvFS7eo2E+XZwU4te9B00mtKfYngyXxA5\nXaNfJnbLsc3+wjo5x+gtfO4atnL3DKY2bcforV150CsvnpMdGb9vJNxMoIbPGW7U7YyYHokqqjis\nBzR+mC2oCEDqMAW2MR6oT+vQvYlFfT4cz1LlKXdwBl7nNtNbtGGVkPC7rdqbzYjrk8rdNKmE/3TH\nVOybu/PCyJ9uzWrk0gzIfA7khn7Bh2uY7Bj9A2Pmn0EYco6fek+Ge4AJUB/sxkZSVnmd3qzGW/eI\np4r85CGa8gH3YCSoFTDj8fvZEoACRlDtWB4874ah26eU+o08jkcUbT/+4GS+GHIqLEvEnjm2OUjw\nlx2jt/AlaJjCJov5v9Rm+IWLsFGH2axXpE1fh21UJ8iEuBJu8EINWn1M5xzCuK83b9q5knVsdvYZ\n/AA/DH1Hkrk1OwdSOYco9U+c6ZrGkw2Zv9syVkAxE7ieDgOuWfBrmTcYWgsUPvYd35c/+G8PXeYz\nITf0Cz5cw966lCYIgpsgCKcFQbgvCMI9QRCGZL9vIwjCcUEQHguCECgIgtWfjvlBEIQngiCECILw\nRcZVm5SzZsGqsbjlCaPJ93vggQ6ugGNYAj1YyxLdINqK29mCLw8pLK2LTQf9CTDYFHpZgitQRADP\nt9gSgccZsKZmNKFRDpTYdA36AJVtEYxSCA2N+OTjlZH5GvlW9Qtgze7N+NnM4azCCNFBjxiNFz+O\nTyXOO5NeZTfhIkSDdhWmPx7AZExxrq6vT9Y1I+zFHowRBfTrPIbqftlOUQLgh6lfEfL4JuC8L5Oa\nk40xcZK+QtJ1cC0VRC2cXJ5JW1v4wUyk4LlT7J7TMlfnQUbmfXmXHCM1MFwUxaJAJWCgIAiFgXHA\ncVEUCwIns/+OIAhFgHZAEaAhsFQQhC8ul6lGjZJEt0khX40ntJzfilqxxygYcJv7ESXpdG0HZ9Y2\nIupNXgaIyyhECBiCpqoeYkGwrQau06G26EKLZ0q6/gBjrd5uE2DN7EQOTK5OvZEBCG10UNKcfF6Z\nREfHfNoBy3xVaNDL8c9XxjepXwDdandntsVd+i4I4tjVmrw5bsOk1OkQ5crsRj8QE3kMe7EJjxSd\nCG5djNLDz1K5+EXmbxvGT8IU1Mo4uPgawXg6rpoESqR+h8mEkuidm4OBvxlXlmVQa8P/tjTSHcrC\n+I4VMxIELDVwd9xedJMUJCQm/M1Vysj8Lx+iXx9Dw976H14UxZeiKN7Kfp0KPATyAM2QVqfJ/vP7\n7NfNga2iKKpFUQwDngIVPvhKcwF9fX2y3PXZsO4UZyY34vnJQjAP1OeN4AYYa9OZLYyjp7iaA3V8\nWOjWF00ePc4dLY/YDMYxmxOeVaEivHyPYrM1KzPxb9mOscOnoueXAVUL4FrSkkaNdn26wcp8VchV\naRLfsn4BWGFNiIkNDZ3P4Ho8Ch0CZkvuwBHQr+ZIv1urcU1PxnX3brLa2BF09hJmzmowhrObR4Du\nBVN2xJGeoOOO2WEADq06QdAIFXlml+J8nzTKNdUHoH2o9PT3OFpkfZ4kRluLnJ+azoCNpkz7UcRs\nkCO/XJmRa3Mh8+WQ21Vp73UGQRDyAqWBK4CjKIq/9Ud9hbTFD4ALcPlPh0UhCdEXR2ZmFkFjasGl\nKBRNNGgWGcJjIBbIAq2gx4nAJmiDlXTotRUngxiS3Kw4p6mJysyUmyHlqFvoJNObl2NgwlLcjNJ5\n1/2t1+zNYECtaZQ5fZPBeZfzakoejl5rjaD3CFHr/ekGLfNVIFeX/S/fmn4BHF3rSrWku4yqmo/X\nY7qyVa8jp/1cIdQPswMtyNp+D6bPwqjnYNL9lUAl2qwoBUqoaX8Zw3brmTZxGETFYRvdnpTxNjSa\n1QWowoEGlzC4rk+WmQAH1Cj0pOTryyNURJ9QM/OuFoCQzmnUtYQdezQ0DJzIxMUe/Ni+U67Oi8zn\nTW7r1zuHiAVBMAN2A0NFUfzL/s/ZWYj/LxPx885S/AdsbW14+ks4+SKSWbOuI8q6GhgO3ARUEN/L\nGe0gJWyE1F9seXq0OFG4cu5Ifa6PqYr4SI/Z4jh2hfuiUpjQrSVMXPbuk+5/FmzdD/JL4UFU3HZW\n2rOtjDd6eq8/3aBlZL5CvkX9AvhpbkHWJRbDv/E+5gyeQI1O9dDaFGZz3F3eNC/KnAdjoX8PMvzX\nYBP+BNsYe1puicFhyivgLCFNpjB97EjMltnxxt2OjKvBCMZJGPUtxIyatmSeUlN7UwY2StC3FDjW\nOIXwgCwKdjX8/RrM3BWcTIYEDWQctKBp/85UmnUv9yZFRuYtvFPESBAEfSRR2SiK4r7st18JguAk\niuJLQRCcgd++raMBtz8d7srf9Fr18/P7/XWtWrWoVavWe1/8p0ZPTw8vLw+eAfPmdWJQ9QXMOz4a\nvRIiBEfDkwtACTAvBEkCGMGOqx3gV+AyiHu0hPcrBObQcMxRuuzegJf2GZMuHWbqxne7hnNR0LP6\nPhTndUzvZsr9M+XQZTjQqdNRNm1q+AlHL5MbnDlzhjNnznzweT7mE5cgCG7ABqQ92kVgpSiKiwRB\n8AN6IcVQAX4QRfHoRzP8kfgU+gVfhoY52DvgYA8Bc/Iyu+Es5tcOpzelWV/KE5fa0cRcTMMg7wN8\nol0o9Xors9c3ZMfVrnAJqO1IkVs/k76pNbyKB4zhZDoiiQhmTtTflZ9XZXWotDYkKBK4+3MG5WeZ\nsLtkMmkvdBQbbo5CqebO3AwK9TEkZGUm+yu9odj25syIrMjT5w/In88jt6dI5iPyOerXbwiCEAa8\nQWqFqhZF8R+XyN9ari9ILZPXA/GiKA7/0/s/Zb83RxCEcYCVKIrjspMXtyCty+cBTgD5/1zb+iWU\nuv43JUs+otvVxZTTu0IN/WVI3wVW0o9vYSkA7wvMBPY8AFRI3yGmgBf0MsRm1ks62G1k0fIxTO3/\nfvZ988GtZ82YxDSe1C8Jz4DnF0lPL4uRkdFHHKnM50ROy12niyNzbHOSMO8vNgVBcAKcRFG8lR15\nuYGUk9MWSBFFcX6OjX1iPoV+ZR//xWmYoLyJvcaOZkePMLjWXLI6WFGmXjBFO90gck4oaRtbEnfR\nnHQnfQq4xJBZ3BBO/wIMwaDxOix21cFI0PBoXUm8e93G8sJdjtbozWrFH0nVjvrwWg3d061ZY5wI\ngJ4haH+r7BcAETpHWPHiioYZ4Sc4PKIC0m2S+drIDf2C/9Ww7POGAmVFUXxrFcC7rOpUBToBtQVB\nCM7+aQjMBnwEQXgM1Mn+O6IoPgB2AA+AI8CAL05B/pYMZq6YTL9l/kA6tG4EwyrBikIYDX6D+cg4\nTB2S4BpID5zBwFFgr/Q6BeraBrK49hgSL/Pe/vDW51CsdABDWEyRgBtQBrCvirGpip49937Ukcp8\n+XzMxMX/k8AM0lfd54ysX9lM7r+fWMVaOseN4v6lsliG3kBvto6QDqVJi2xJd8813El2oni1m3Rg\nCw28D2Pu3wWb0EcYDy5C6sAgMg0NGTx6CVHKFF4WLsZGu0Sca+mDACVN4ZUaml6w+N0pgj+coqKD\njH5flLxXOAlDa4F6YytxdWRRdgddyIUZkflc+YTJ1++kV/IGj++ByXgVT5LN2NLdl6Y7trBtLhSs\nBAuCznKtRQ3YlwY8QXKI8iFpqw2YDQZnAfejT6nqeZYmwiFihL2k5uAaRnSBDet7sDBjGE/rFIdI\nIA5QJ/AiSoOTk8PHG7BMrpPTJy4/cWyObfoJc/7RZnYC81mgKDAS6A4kA9eBkaIoJuXY8BfEl6hh\n59aswHzvMizCo/BKigcneKbvhdHFRGKva+gafJbQWV6U85iI2dbqVD9wkYk7i2AZ2IDAJk3pu2Ex\nD48UJX2BMaZ+wQg25iRVOQ+FB0qucp9kChSKosOIYph7KkgN1yHq/rCf1xDCMv96TX4V4ScHV7rc\n0NA7aCkH3Fv8q3Mi82nJDf2Cv9cwQRCeI2mVFlghiuKqfzr+66rN/YR07HiK78bGsrqkiLh0C9uy\n3w+9DNXVF7jWqAYc1oOsDKStU2wBQ6ACU25OYGrkTLrnWY05KTwnH2M3wfnOcO49tXXBBpj0Zi1u\nO6Ppd3g5L5fkhaVAhg3OBXU0rbWTgIA2H3HkMl8i77NGH3YmnPAz4W/9XPYy2i6kBOZUQRCWAdOy\nfz0dmAd82Ja1Mp+M3lcrkXigEa9/9aDi1Ss83F6YFJNXhKZUwL6ckhblS9OlvhKHGkoqCJ2pFGVA\nZkhzpt8cR6k7d7hSvyZacwX3XIsyefc0AtbGA9lOEcBKkScUZSoiUc9tWWeeiDpVErgqi0zQZEDY\nGNVfrmlVMPTan4R6qwmKJA2Xe9pS6Xj8vzsxMp8d75tj9I4aVlUUxReCINgDxwVBCBFF8fzffVCO\nGL0jJUvepeS+q3jl6/U/JSrPNKvYtKuXlI0QAG6GYURE5AVA2AVT2ghMXKlkxxgNj5Ogdh3wXmmD\nU1YCbIXw6bAdKSvpXTACBhWGnQ/a4Zc1lYiNBWCRApIAQWRI870sXCjvNvs1kNMnrvHipBzbnClM\n/7unLX3gIHBEFMUFf2MzL3BAFMXiOTb8BfElahjNBBwCwokVXkGd4hgYHsHycFnOZ1VnSd8GFN6X\nSmujrYT7KrlR+RD92tQn9vVrijpksHhYP3x2HMHFN42G8/uzxnkDfgvnQQFYtdCRXo1fIbgA8XA4\nqxHPWjsxCTscyymIva4BoOZaU7zaGXCqQxrOtZUEDf1D8QoYgc8eG1rs6MqceecpqgjE2so6lyZK\n5mORG/oFf69h/2VjCpAqiuK8v/v9F7mja25w5UoBNk7oyc2MbUwK+ON9ATjdvyH4Xod16aCBSMO8\nnD9/G9PhKpxbPafGd/BjHw1NRkGTrKJUbQ/L8yfgVwS4CGt5d6cIIAM4/RC6t9nOIIMllOkZhLBI\nlAKECoFF/nI4+lvnY3amzk5g9gce/Nkpyq7m+o0WwN1PPjCZHLN12A5i9ZyBeJSvVqA8cR2AndaR\nZLYtzUCq4vhSTa0FYwjr1g2AcmZJpJW0w3ehL64t08i8b8J+1uPwYjv+7eLpkzWV5a5HWNOuH/61\n+3FhwmPubSuFXVoi69MfUuqp5BQ1CDDnbPc0NtgmUXuzKUHDVLRxAD1D6bvrSQasa5PIpeD5jGpc\nglpb3h7BlPl6+RD9+gcNMxEEwTz7tSlQn/+jV7Jj9I4YGRkhboFqKx3xiA+nc/Zzsa0epFw2Z+SI\nm4hqY8R4GN3zDJ2um7PpmRdhG72oqxCJF3+iQpO7VPw1GLcikRiJQ2lQBzadAm8l1P8OKnq9+/Xc\nAi7sg4G7VtGUAMrXPIfB0nRIBCwEBCGa2Ni4TzEVMt8ef5fA3AiYIwjCHUEQbgM1kXb5kvlM8a3T\nBlGrT5WmedDcT0TsXYI8O+KYNEbHlEYTERMHIopK0nQz8BrRlUhHgWv+1Vmyow8iVUn/1QRCAINA\ntOijEvXpVLEO9y+URDXZBFWWCcF3neh5eBqLyzTnhaUnTQNvUNUc7i/JAKDTayuUJgKdXlix8zVo\nM/+IuqnSREI6mXBFu4CRYfUZt+V/ApMyMjnFETgvCMItpA1eD4qiGPhPH5aX0nKAlWMSE6/+QKNS\ny+ly7xI3C1WG1MWEhn7PzJ/DKNJlE0kVV1LGE/Y9X8Lasr54JkYCJ3j+XCpDzNcvEsf5z/DSe0aG\nwoiHusJ46T9lafhwthSNQZX+9uswA9obgek1S6YXG00g9Xn4Uxl0M/VAB6ScIC6uDLa2Np9yOmQ+\nITkNRY8Up+fY5jxh0gd1pv4W+NI1zKZRHKmpO3l8ZAL6ZgKrhAT6zHDDevgjTO0eo/MrxXDxF3Ya\ntGZgtQW0mrOftPmm3H02nC61ugJQ9MRdHvgWgxQB/pJUvQWpRcAAjPoImBxfzODQ6bS3g21xUMkc\nipvAljhwrqbk6VkNBpYCrS9ZsK60lr67oEC/BC5fKExfm3Vcs6yWCzMk8zHIDf2CD9cw2THKASEh\nzyi73ZF7AebccTdn9PwgxOcCTzu4wuvn3J5fmj0joO0Nb0pm3EbT1hAx6u/PdSTwGt91sAX9fFAJ\njEansblwW+7YHH6na1EC3xmB60NbhuadSxCVCR9SCJZlf0BIp1G94xw+3OyjjF3m3yWnwjJMnJVj\nmwuEH2TH6C186Rp2aPUmuveqQYZwnXk+7ekdoiZVC7E19NkxYjDjKphzPv4Q4w7O42JoDXwu3iAw\nsOzfnuto0FUaLa0Am64iJRcc+v13Bo1cAah7JQ8VEr77/X0jBdSxhNtpEJ3dR1LQg7wbKxEz8ApD\n+huw4VlVDgQ4MSosjIMhE5lfo9Gnmg6ZT0Ru6Bd8uIbJS2k5oFAhL1SLzMjXQyRlaSNCuhdnequi\ndI3ZAvlLUZdXeLvqs7JEdzQdBab02vGP52pUvzxiXD6mDdgJ+x6TMdiE0cq5WIu9GTzfivxvyT/U\nAAEZsNMznlkhk3ElikKLgqEBUs6Rxpgj15ohGGchCPEcOHDpY06FzGfKx1yfl/n6KOlTHft8qaRQ\nhj7HJyJETmH5KziZCGPHzcde7MGeRfb82qo3xPCPThFAw8oVEDfCoCtPydv0t68UT2AyWUdUZB2p\nwZEEL6aygju04LFtUxpZQQUz6F0aOthBaVMQtVDQ7D6npx5h7sxMunhd5LpqFu0dttJw3XxebTdl\n0OaNHLwa9K/MkUzu8bFzjN4XOWKUQzQaDfXr7+Z0kA+mMwyITrMkbbQVecOiOexcn+qBV8jn8oiY\nancRxabvfF5Pz4uEeVVF+UsWZYoHMTt9PJXKX+Ln+5Kf8/8oqw8WWeUZw1zuJJQgo7817AMsAGMg\nHWmDtSwNpGTi5vaQiIhyOZ4DmU9PTp+4Bvx9scU7sVQYKUeM3sLXoGGvY1/TK+MMBwu3Rkw7jJ7N\nI9Z9N55OZ7PAHCx7JfFgeD6ubp5Li4493umcarWaxonHOO5oh9RXJJM/1tmaAQH0HufISYPKTLpb\nkZZWBjya7kn1+RcZN98CkHbK9g2zYpNzEn5FIXq0M0WdzzFffyqTl05k2OUidG1jw+NRXvj67yFi\nkssnmB2Zj0Fu6Bd8uIbJEaMcolQqOXWqHWK6DUPiTmJ1QkuTnUcplXSThAR7anmdIKaWktTUOu91\n3tDQqtQTLqFpacDVZTWZZDwV1T4LJlUBy7ccG6KGgm7XGKH5haLW9zFamoywQittxJ0FGCDV+lsp\nwcGUyPRyCBYgmMOsWcdyNhEyMjJfJA72DgS4tUWXqqDaNBe0CSPpvCkGIVJEeCDifeshV342eGen\nCEBfX5+JQdHgXQnBYDhSryQJw5Z3sBd70GXNbJ4cKEvY3iwsTqQiFL/LbjtHeos2WBfTQ5sJMYWS\nqG0JfvdBMfYF8eO9af1gN1FphRiEgIVxMvWXBFIqfQZ7WxVhyPlfuHrn6ieYJZlvETli9BHJzMzE\n0fEFycmumJqmkZr6Nlfmn7GyWkiy81AMtmewsEQ/+g1Yz51VsEfz/4+zBwoAeTPd2WTQkWBKc05V\ng5QIW8QAJWxE8rDiyN73CMlZIvvvb1QgCkyZHMjw4bWka7E2BkGUHuU06SA+oUABC65ds8bSMudj\nlHk7OX3i6vO/Ww29MyuFYXLE6C18rRr28+WfmLq8P2n7FrNzxGJaTX6R43MVzrxFvOEfhR9vOp3F\nYlNNAHoKBfHLk4nhKPhhhCV6YiZKMpjkCnPjISMdJrqCRoTZ0eDnBlkiHEqEFn+qJRE7CagdRZzm\nJ9A3wplJv6p51dGSF0IeiopSm5EEPOlnsI727q3oPEzk1OAKDDBaxY10V1m/PjG5oV/w4RomO0af\nKRqNBn13Af0NWsbV82Paz7N4PgE2ZL3b8YWMoHUXCJ/rRoBFY8LxIBErHmkLcSWkKs0M93PnSSnC\n5uWXNkmPQ4oqKQF9pKU3I6RluASkz6QiJTWpkRyqLOjU5hgbNzb4yKOX+Y2cCktPcUmObfoLg2TH\n6C3IGvZ2rgwvR9Nf9vzP+7HCGhSOxvR8tYh2TWNp7xBNnP8TSrCAFuzEzw3uqOBsMgx2ll6XMPnr\nOf77vfTvDNjeoC1D0npwYVgdzJ3AMwMYDtMGQyMrKNrZgIhDakJd9GgxNInM1qb4nZxIx7y9aMOE\nvAAAIABJREFUyZ/P49NOxjdKbugXfLiGyUtpnzPpoGepoRh34SyY/MPdyq8Av5kw6oQxLcsrcHMB\n0RF+XAkPLCNpU305P/3wA8sjB7EkcQi/uA9l97z2/PhdAZKGKTm+rQYFDjzCfHQy5EXa8cEdqVFt\nPsAN7A+/otCV2+gNVIMdkoMkwqZNDRCEBMLD/6HsTiZXkJOvZXKbeqotv7/2TnjC6+keCD47sRd7\noHuVzip6s+eAFQP9HXgR2RiD5aOYaioiZB2gpFJkuV03/F9DRCaoRalBLYD/ayjRBCwjf2JcpBTu\nTtiXRbehm3gzvQ6vHcHTDEnD5kAeAyjvBiZ7syiUJdIoTENkXhdSZhgTdKEwsfXrcOm6vDfp54Sc\nfC3ztwjCBbCqhtnSFBJP2/DzKg0aJH/k77AToLKqOGuNOtNNvRHnSzGsqvXXnkM2SAnclU1AJYIV\nEJAudXQrZA/fVdEneH1Jtija8UjtTZC2MhUsL1NIEcLCn8ahF6TlTRkzFk7ux+TTs2GkHtxHijBl\nqClV6jZTp6pp1qzyJ5yZb4ucPnF1E5e9/YP/wDqhvxwxeguyhr0d/bJqCly4R5yxLa9/9YA5gB3c\nG1sEgApWl0lvmIYTLynJevzFDdx/VIzWQdtRD7DCYP0V5nSsRT8naUktTgNO+hCthjz6cK9SEUYv\nnsmUbR1wnKkiXg1n3sCoP+diF0fa33goZK2HXU+hiTVsiQVvLwXVHQUiersz6kZvppfdSKewvQRP\n8M6F2fo6yQ39gg/XMNkx+kzR6XT073+KjfWq8OiQLf7rpZ1jne3B2RpM8ptgtrYILjExaByUoIKN\n+dtRgCdsojPd09ZjVDiAl5EQ/Z62G9lDuZ1wr3pBXBNeYrv5DVyDZZullbY8QLn60GbxCc71qCs5\nR3/pqZ4BCg3otKxYcQ1Q0LevB5DKihWvsj8jAHpUqZKHYsVkIfonciosncWVOba5UegjO0ZvQdaw\nt7P07K/c1jdibxUf4t22c7LmAaLKeND5wEYIAqyBl386wADI2svF/V1okvcx6osvSR0QBcSxwvoU\n6SmbaG4Dd1XQ1BruqaBYFxhZdxZz+v2AUoA8V+8zvOv31L72hGhDgWb6ouQc5YEl3/djUL/lxKrh\ncgpYtTdAtyuLmhYQcKkBO250ILivMUP155C6qDiWhlqSH/fEsUwqfQ5mcKped9KM5hOOB4Zkko4J\nDryiaQ3f3JjeL4Lc0C/4cA2THaPPHP15WdwYWZQ9wlMA2u3zYkzzWcTgws2gqgjuGTjliSEp2ZKM\n11aUK3ABL55Tnmu4EoWT+JJqu68xrQ1MLgihz+C49q969Hf43QQWQ/wWWJJdbfvfd2xkXkg664JX\nVCjqCQZwDUjT8tcV2ux/m0qkcNVvJzHI/tGR3SguDaXyCVKiUyKgRK2ui77+Bs6dK07lyqUB+PHH\nvUyc+O30gsupsHQQ/XNsc4vQU3aM3oKsYe/GmcljaDttEGhF4gyDECe1J2KyPWWce1JuYXWOtm8s\nfVAgWxv2IijKop3kgeKaCIdBEpYj4DcZ/H77+FH0qMcRB2/qGT7/3V6qCPNfQk+1DXWe7OFR3Vow\nFilaNRZYk61t2Tjpw2s1THaTpCg63I6y2hvE9tTAhnx/GokftPdDsU2DwgZIvIhdogeBXp4ULazg\n5V5r1FZ6+NODnqyhK+v55ZEjc7xvk49nzFRKOznr6z9Frc7/0ef5cyU39As+XMNkx+gzRygEx+9W\nx8T4AkXzwPLwIayiF6W5xa5znaUOtAJQAnAC25ZRdDNYR1MOsJQBmJJGHU7RJioAwz1q2AbXg+As\nkvuS/Dc2ywFV35iiK5nG4tC//s4cqfLtNykyAPrUgNhVBehuu4YrvavBQRHUGiSpUcKf13z1sg8S\nsy/AGGlNLwPJHxKzD9Mixc/RSgPU04JCDwy0GOsiUKm+DXHJqbC0Fdfl2OYOoZvsGL0FWcPeHQci\nSF/6ENv5rxm04waFHB9wYX8N6rUKxMIomYoutzGb9YD58T9DPemYCdX92Pq6I/Ucz2N95zYKZ1sy\nt9xjvsEOwiu743Evgj6d2qDX2RztxiKAIS0NfmCL/WKuLzEj3L0hvfcPoteO2Rg6aPnJ5Dg4g51T\nHPGzbBHwYzJTf7/GlrawJx4aWEHFPAJHG9QnOp8LvP7f8bTfuRNzs1RWNepOnYizeAnPWboJjBXQ\nrSHEXoEbqeBuCFpbKPFbeycjoBI8zFMI94nXMTU1/dRTn+vkhn7Bh2uY7Bh95ty7/4RfrE/gf2EA\nWp2Cyu1PMZ3J7KQN/sMGSXuolQBqS06Rp/FzOrKFdIy4QiVUmFCKYEY/WMiWoon0Lwph98HZBI6l\nQ1nA0Ay0AhxNl9bvCxuDT5IJFm9UKOcBJ8H/OeS3Aqen7tyjGNVPXONitzhuR0v3sSpQpS6c31+T\nCaYzCHlQAu0jfbSmeuhFaxBUImSAYbUMzIrFkxztSNp6M8RgheTYJSBtQPk6+8/fKuD0kZrCWSF5\nZQqk/eKephH+NAl39zz/6v34t5Edo88TWcPeHZvCoSgCM0gdepnrm2aycVk3+uxfjd6hZPI5x2Pz\nMIQngVXw7nmbZx2LUXP5MYItCrOhvSMznW8TmuiO5nIyNg/VlNl2n2O+weAzHo6vY2vgbobvW8nL\n5c7SAxVLYNAgwmbboP3ZmiZjdvHQvbRUdeu8nfwTyvD0dAHpyTDuNHbsph1HseMZdvrgagDfZ28H\nkKIF8//O49VHqsr9L5a8hF4OEBdug5B9TFnPSzRcdo61ffsi1BbhlPT+0wypJcqvMw8zq8fX3eZE\ndozex6gsKu+F4lctZxtUwbrRVVo8ucPF4DrgpcbzZjhlTG5glCedM9ra1HA/jQ/HScUMGxKxJY69\ntECLHnsudiDV1BDrV2mwCdDAg93gZAI2dYA+ZMeSkarOPIAo4AVQECJr2UG8gn12zXhCAcLxwJIk\nhp1dxJnvHvBGBSZAW2tQltIjdVk+jnnXxoJk6oWeJ8XTEMvHGVhceQP2IlmmhrwpYsEW21Ysjx9A\n1GMPiFXCduA6kvPzGskpyovkGJkiGYlHClnFZFGx2EkuX/56xSWnwtJK3JRjm7uFTrJj9BZkDXt3\nwp8/o9vTi9yvX4vLiaXYva8bVQ5e5MbTGxx6fJhj9g2kbUF6A8sBDZwvV5VTFcvj+cMCTnRbS8hs\nL36ImkOPl4tIapgPr2m7MShvhPFxJ1gXwYRr/rTyOPi7TU82ct+1B8Z5Naw01MdyRmPa+23lxAIf\n4t7YIdoI+Obfg7R0v4p6bKWz0UVMBxjhsy0Di3csbErVQoJGig79xitbBapoHS4GYPgD6CIVKJ7o\n4BmgD3utlMRm//fyHlYRA+elVC5b/ONM9mdGbugXfLiGyeX6XwC6gXqM1v2ClQpiXrmzqHRfLGZl\noLppSX3748zUTeDc6xr4spVhwxfSseoMWqbv4yBNeKwrSBh5OV25MsZ2GegcgDxwYzcEq8FmHlAZ\nNPkU3P8uH3d750fVUCktax0HtkHWKHALjuOpXT7SMCURa1Ix5SXOTK45lZJpVajVTJ8yhWFdIqw+\nrWVboSckCivJELZzL18MduahBHu/4GGXNFQtVETWTMS9cTgTls/H0iqRUDtPFjbrQ/fNS6nx6BhF\nwm7gGBeGxcFEaCxCUaAg4IzkKOUDPA24EtEIwSCB7dvP5tbt+SyRy/VlPhc88nnRzUBHyYBjYGJE\nwdAn1BX6s6HVLgIzSiBEPmCbZSFYCEtX9wFHqCBcpVL7YJrsMQMneBpmz6iWxVl6fjyGepOoo4tl\nju9QAubU55ZnGcJiXCjQ/zEA+pWXUuupisLP70J76FZAjduuoxx9bUbyz9fYENoDt1vHpZwBDNCv\nreQEF+iaIXJwRYPfnaIdcdKfcWqYFwN0gQd9lCRllwY/TIdbi8xoN/ACA5P/iFxHhuuwUkKqDpJm\ngLBFJ6VJAevvgnewhpiTaowdBMI63MCqYQn6bN2ASqX6V+7Hl4Bcri/zTmRkZOB4LJMoF1cOlqtL\nl4470Wx9CF1KMHXBD+hsZjNlAExdKi1lN00szGSrCXjziNkxP+DjEkh9AmkmBmCTmIxtmxS2ngLf\nffCksStRSlcicMecFFpePAIxwK+w/KyUqO1kAPkrgnCuMntpySUqk4AtGpTU5jQluEMDdSAXDB7/\n3bI8CqRtAUyQ8po0SMGg/i2g8q4r3GlQETJA11MguZkp221aEYMzz8nHGyx4rvXi/qFyUhQrGili\nFIl0nSpABPP0+7x5U/TT34x/kZw+cTUV/7lx8ds4ILSVI0ZvQdaw9+foqR30LlqIyPIluf3Am1Jl\nQtB3Wc/lQQto2Ho/wxQeDB5iTl6rMBTpWuIe2ON4ZDT1exfl6OJabD7QHd8qa4l3youp334MB5fn\njk1xXKfGS0nZ44GZqdiLCRg230nm/jbYq+K4v6QsP46D7v1h52k9MhNEGj4rQKmWIeAMyntL0Nxw\nB25i96YzRhaxRLpVpodpE+xDgrDXi5e2ADCENBWY6gFj4WEDS+JOaogrUpO+1ZcR6erB4pf/tV0A\nUj3K1VSoXkKBOlRH9A2r339n7Kig4+qdJPd5yebHkzkY9Stjan09G+bmhn7Bh2uY8oOsy/xrGBkZ\nkdzciHqR28nz6iWa3beBRxg28qKi9SWqXjbkzNBMatnBrah+LBXys+dcR8lpsNcyQm8hilKnWfRi\nDl42z/Fdtou2h+I52rwmDylMKmYkY0kx7hJS1YNCAeGI/JGc/TILOrwAC58gHA/F8cigIK9wIjnF\nkgtm1UgRzNHpKxh2Ogz9k1noMuB1IFy9A7eQVunSkRwiE+ANUr71vQUleRRegjhfa+J7JeIdL2K9\nNpV+buvBEzS1BZ6X9+C8eWX65N1IgVr3eR5SAPVKYyk3yQBIk06coiyKoEzm8cMEChTw/LdvkYyM\nzP+hYZ22bNwxF4O66Qy6vogR02azrnxTKjTohOHVa8yYkswEPwtc/KKolzKTQt+Z8MuBIWzva4/G\nLYiAtmW53aIsrgbxpPk5kDYnEtdK8RTQPuKJqTfMBFO/k6imQmxACvZArIkdwhERxD0sL1ABl/UB\nzNy5AzvTu9wsbISZtwsF9z4H/EBfgWpeEnEVKiFcFZESkbJAG4U6qgelOhkwLs2fO4c7waCN7Jk2\nhPF215jJKNKXPuTkXh/SKhz/fbyrX0EvR7iRBrUtIXStOZ51krEslcSFLka4NtTn6ZYsNg9vg+uZ\neIoW78Dyat7MiV7B2I61cuUeyUjIEaMvkP4sYEOfHtg3jiN6pAuaZkbSMtNtwBspohKH5I0UAxLA\nZMQbatifJAwPinEPfTSYkkYSVliTSDR5sCSJ4tylElepfTgI1sHD3WAswkMBGo2AiLn23KAsvzKQ\nVMx4lFaEN8nm5Hd5TBluMoqfya96hmVYJoQDQRB3DNbeBiN9GLhJgBICic11WLro0fjobm6ll2Jx\ng7w8OA9FAAekyjcVULoonLpYgw3mnVkdMxCj4CzO+FRiuVEfdq/phGarPjxCStZWI1W9Jafi43OU\nwMDW//q9+djk9Imrkbg7xzaPCK3kiNFbkDUs55yZ5ceR8T8xxy2dzBr6mB5NxyA9lXRVdt8yIyDD\nD8G4OeLY0uCXRdWQi1yqFI6Y1A2F3Tx0niN/X56C6TBmEsKvp7AJd0Nh+0fCj8mbdMKtHLFNTeVU\nRh1abz3IkxEFuZ1YEJVrJPaPjOmzcwfXbfUxaOaOcZaGmPJOpGttOf1zTZr8cAj1cwNQLwUGZJ9V\nBASwgqhEW3yN9hGS4cEmq8JUM1P9pUPBrnionGbDjwNqUXbtHszdoHCC1M7kZDLUKqBgfrCOwZ30\niV9vTql59xgxxoXYe7OZX3jsJ78Xn5rc0C/4cA2THaMvEJP1KlQmpqROhxIWzwi9eB8p+BcKlAcS\nwbw+tAceInWVLQh69bIwLpiCkYkKdaYSnU4PU9M0FFodFvpvKMIDanKWxhzEa/ILWAOUA10EKHyB\nfLC8VReuUYFgSuPMC8LwIFljhaleKi2FPbgSzcCwNfAj8BSpYq4ppFQz4KWBA4/1CmLBG3QoeEp+\nttCBNEyYqx1D8bbXWfBfrZX0gbGb4HrT0lTyCSbogbQsl88Nks54ctChAYtCRhC2sADsQXKOsoC0\nZOARoljh37gln4ycCkt9cX+ObQYKzWXH6C3IGvZh2O48RfyFutQsf4relZbTudV2ft3cm4FN/KiS\n7xp3GpfCJ/9+jJuZ0W7AXiKaujFseD8UzhFYnSlJrLc7PD4CFAELD3gTgM39vOgVkZapisY9oHjc\nfXyFrVQpdAkaGcB9ePjYk2mB0/ip6XAK9A3ix8BCKF56cbDaMi45ViLj6FPyvjBg0P7lCL2v4ZYV\nhF1YFR7HetNv6hqpGOU8kq5pYc/yxrQbvwerc69IbnSHrKOe1DPYiLVpWdLTd6Irbs+YYRtoGHgL\n26bPiZpZH2LhgQp2xINSAG9jaGMrzYvGS4/Hd7Wcya+kQr3iOPU/hGse51y6Sx9ObugXfLiGycnX\nXyDl0h6jea1H3H43Qp+YgYER5PXh6dNGwClp86P+UO/XgzAKnFaFol8xE22CAalRVqQkW5J83pmU\nmw68DPLk5as8mJGKK5G4EoV7wkuyAmB9NGgTQTEC0vvrcbdVftIwQx81OhTcTC3Hg5ulib6fnwyM\niccOS5K5mzc/Yk+k8nolEAVmYVlk6hmSiikXqMY22nGUBrzBHCVaDug1RbPQhgm39PDbCOPP6DH4\nlDW+Tz2Y1HEyRU89RiwKrxTgaQf230OBR6H0eenP0kJ9mLesP6X/w95Zh0d1tH34PrsbdxdiWIDg\nroXgFIcWp0ChRYu7lUDRUiju7u6Q4sEhIVgIkIQQJe6etfn+OLwu/Ur7Etrmvq5z0ezZ3TmZOf3l\nOTO/eZ7X95BG62RztqMVqBogSdkYGl4lIeHnUlr+sSg1X5fyMWO20RVpjeCHMt0waneMoDgJwzQ1\n3Xudwma/nlzjskyOOMz3TOPhyDqoum9CW1iLmWMfkioJZi+dBLSB8p6YTjiNq64qM/J2su/8MG4c\nakeovQ8HrDqRsvcFEepyTJ+5EFwgJLEGdl0XcqF1DlYZFkxpp2NS0TQetC7EYl86Yn4taqU8Y8ai\ntkzOGkFvvaBV+zskVt3JvCMS825JJMbZEP/UDt/pV9m/0Ry11hhTTQGGnaoDZlxRL+VoZi/O2R7h\nQtB6Wn3xDGXlZN5+3hDp0S6k1oKq6TGo5ranhYM7BTrwi4NsLeSG6XBrrqL5ay3nFj3GvL4rQfdq\ncuPJo5/r0j8UpebrUn4xmZlZTFEcYlP+aE4ad6HPd6ewL5eGmH+edN/PQW+O6doMPMtEU0mE0Vs6\nwmXaEqBuSdThKuClh1AFuAIGYNQgmyZ2d2jGbTpzlgb+z8EP/AKhEdBhFBQsU3LCojshVCeeMryk\nCo/9m8pb69tAzcb3mMwKGusfEKPwwEzkUaHoDSaiCIVWj8lbPeggupoTd2nCC3xIxYEMbLEiG3tS\nsSCP6oTgTBIpOPICH9Kwx5giqvCSJtzF83UKxIPaW+KZqw+ZaltiDD0woRB34nhAQ6Z9s1YO+Z8A\n0chmprQ0enS/xYkTv6+s2e/7xOUr/N+7zQDp09IZo5+hVMN+HZVGhJM2vojqd38iNbQz7IBXxuXR\nGRmDPQw5toVVC6eyemc289YBy2C7Cjq8scWzRhK69gYoT+0ivLMfbZZdIM/QHNOVdzAf6U2KqQO3\nD7ahWb8rrB7mzZujaobk2FCoMaH95htUv/OU05V7Ej/PDre56bBwG7blE3DOT6brbHeWLpgBqQCR\nMNQVdpgAsTiwjNFsAGDX2FBYt4ogp60kfFudmltDCJ9akcY1jwEWZGwpy/XZTZjhsJh7Hq1wio3m\nds82fDPDj2Dzlhx3+AxSoeXyu7jeekta5HoCHdaRVJRLpJuS0Xk6UjXgYAD4wJo4JZv7hRE6p3yJ\njdn7UBL6Bb9ew0rN179DbGys+fS2J2GVvfni9BFYtYw01NRb3pDtP1jxzbPXxL/ywsr1CR5SLC+p\njAOp5KVagYWA2wrZl9MMDDsU4G0XhhvxVOEl1VJfwSE4HQjlAWNTeHsZnOfoMLUoIAFX6hLMg8Im\n8Bh4BWTDU00jNjcfyRlFNwxR4y7F8aXBLhJVzmRhTT3LhyiEjhQckRCYk4sn0cTgiQodjbhPGvbU\n0z3ErLiIIlMj3IjHiWR0KKlKKJ79Ugh8AFFRYG4laHMvnANVPuMnOpCDJSuTpzL24lZm9F/JoCbb\n2H3/KwwMNKgnmcIre06ebMDEiYf48ce+JTp+pZTyZydsszd7Vgxj8NPtTBq2jFSDIgLPLufxgpoI\n1yh2zRhOp89OcSG0G4sOBaOJqwh+llALDF+rubCnMgOXX+LrdXG82VpV3tVhBNsfDgZgfpnZCHNT\n+tsWoco9wydhi0jd/IyN5WrQ+W0G8QftmHFupezFBAo/rUQUlVg6tg9wA6Nu2Uz87inDqmxmkakf\nBeoAjjzZx/zy66ESjHrcj2Wbz3H2rhHlnExQxpzl7PAupCyrw4XlOiLi5HqTW4pbIpnCjp9G0n3r\nYa527IhLojx7/aiPMYtOKVBemcCM/itp1NiHUbcekDy/PjuXFTEz5iKJnKAGKqqMMeJHfQ1ObWlL\n9+GnSmbQ/kSUzhj9jpEkNSwzRDoSiQgu4NH0bgSsi6JxTk0uKDoShxu7Ho+CZEn2Gt1E/tcY+Axo\nCZKToFbFe1TmFc24TZ+cY9gtzJWLPNaR30M+0BiSI+3o33YXd7ObUBRsC3uQk5ZVBLoDVQUenuEY\nqYoJOtUMq7e5PBrhQ5WscIy0Oq46NyUMbxJxRYMBVQmlIhE8oSZ6lPgQSqvA+6TUMydG4YUaQ+qn\nhnDXoQ6NswMxWibwW/K3399vIATvrsIWxQgCaUCc3p3sFGu018whFxQdC6ngGk74rpqwFjmIK35E\nnz73OHRozIcbqF/B+z5xNROX3rvN21K70hmjn6FUw34bjDpsZebF4fi5g2NsDK0HTaLPogJmnfuB\nFtNuMjt7Nh6N0hD1JDiHnKJDsRjz5bXI3tUFZchOHIQvCr0eJNBLCtBDqnIH+PnBZYHZs3za7fLn\ntYMS/0++ZnfQUOY1WUK0xonniTXo4DYQB11bEPLnhNt8HGNiWL9yCoFTbrLMIwWFELyNtcV9QRpi\nngRtQHq4mB7Zhznm9gxpKDj5RaMQeh5SDwQ49Mihbc+lBCycypadQ2kbfY1GAwNIrfoAevUi9lsH\nUvKdcDJP5GKnXIY3KoL5EKNxQALqSI+45tqQ6PxUauVYYz0tn53XdBA0mG+kbSU7cP9PSkK/4Ndr\nWKnH6PeMmYYGw27xaHsPcKxO6gQPrBMH8KVuB99HzObw8y9QajXgD6wGTqVCmE5OlmgKXARTiyy2\naofTkfMIJDRGBqTPtoAJkLfIiKS2tjzuX5knbpU51boTt2JbU3TZVt4BF4dsRsxD3qhxXiL1Vhki\ng6swq/s8vh8zltOqrph8pkWxRKBERwJleE0FBBKRlCcFRz7V+tNEfwdbMqEIbNPzqR/+HDvSMczQ\nUE0bitENAUnwhTV0tgC/ISC+gkSFK3akU4HXmFKANsEcDEBVR4OBUkvE8yqyCdwVOZu3og6HD7ch\nLy+vRIbsQ6FD9d5HKaV8CDZtuonJWB8WWC7kaRX5vjsUcoweoy/wcr4Pm/JG4q7czdK67Tnrasq2\nS4OAdOwL+pFr1AklOdjF1afzI38G9T5K9CxvAFKregAV6B5+nObl95Gfa4jnw+00vZ3AqxgfZi9Y\njk6npOWGu3RwPY1dQjP5c/PLQNlRSHEC9dU8ej89wg/sYfCNbZyYLBugh9TfBtZgqNhKzJW1nBC7\n8DCdT+g6SO7uhU5SggSHTg0kb5QxjwqrM/+14JJXa+oMHoqhTRbVjb1Z4jyZ/Y8GYatLIPashjh/\nDZET7bl7wRqRK1hwdj4nPbzwP90X+6EG6LVwKhEsvBT0cNnO3nN3SmLIPhi/Rr9+Cw0rVcHfM4VF\nBF79hPDeXniciKa/xT5yM6xQX7KQZ0e0yKn2HZCDF3KBdNBVlovPNgFbu1Q2qEbhRjwtuMEho15Y\nG2VS+7MnaFERRVmu0pqxhmtwIAVzh0wy75hAIPJSmiFy0sXFgBkUnjGHOnDOtRuxryvQook/eTPX\nYBZagAYDEnEhHjdMKaAQE0wopPvei5SNTyZvugHcA1WcABMo456AvhDs9+ZBGcAZyneBdXvh3C4Y\nnwiVG4aRY2xJEk6YKApROBSjLzRCZ6bE3iWVpNRyqCbko51t9rcSI7mVsLDwR4g/bimRUhN1KR87\nl+4YYrjXFfvsLxgt3SBmcWVcHBLJjrOStavqTQitz4+aadhIP9KjzyDoYYdklM/SMeMx9D9ENRN3\ndtZN5GR6AGt2jSN1vge8OoTxAMHZ4LfoMsfBV7BqyXBGGozn2Gpb4pPscJufTm6xJVBAuvNFYNy7\nq3IC/NBHdYa9RSh9XrCvrIZ9oxK4HNuc1hUvE76yEneGavFwT8RyfwDF/Yfwnck1Bl29AQKS7DLo\nb7iGQmDltsMMR8vT+pUJeHMa41o7SAoex9Syq7mQpiPAXkHRWz1fC7lAm3+HXIwVsHnUWFo8v8ig\nxL2cCvXjG+Vyakw1Jt3FB7fadzkxUoGI0yFJf8yJ3ZLWr9IZo98z+hjYCJsYyZmm7eljdhh1sAUc\nQw58biHvDHNEznNEGhApb2lPAOXoYuJWeqNFhScxXKMVR+jNeTrzgIZICDYyih3pw5jHAk7THXeT\nOHn25SVQmAvZqXAvAwLVcEPAbeAaxI6sAGfgxt0OtG57gVmTv+UxtXlDOdKx5S5NSMAFEwrloKcp\nJBo6kT7SHJ4DC8FiuwbJ5t31FyMHeLl/tQWw6SJU+D6edmnXsCELVxJwLJOAY70YKvjYgdveAAAg\nAElEQVSEkJnkCNGg3WEGjuByIho8AJEPeLNjx5kPNFC/byRJcpck6bokSaGSJD2XJGncu9dtJUm6\nLElSuCRJlyRJsv657yqllL9wYm8j0mwMSZV28MCrHV1X9GJfcxdOnukEY6Fy6DliHJ25ntWfcfOr\ncWnoRsqFXvzr5yXzfhQNtKBbvA9LGy3Du+3Ld2daIzmZYOI+hEvzzDkwXc5ntqnLQ2679iRkZRFx\n39rjbh0DOAPjwCz9H66tcIs3sBTdiywUHhIn+3ei7YabjOm0hTtDk4ABsN0PVV07TB7GMuFpDKem\nbSBV4UG9zHn0zv+SW85KKszdzf2ejSlsYoPC0YTIrIoAqN5G80VeNCsSjtNjpSkPphawwziTegtN\nmFEGeAaPRzVGCAVLr8xguyKDxFX1qOgQRsWh4QR+M58lId/9r4foT8t/DYwkSTKWJOmBJElPJEl6\nIUnSknev/0dBlCRppiRJEZIkvZIkqd3/+hf4MyNEHWyf+XN9SEd+EFOoSIQ8MxQOpMfI7umKyIUZ\nc4vw8QnHySkT7mdD5nV0nYzgDux5NozbNCMbSx7F1+dYSF/WFE2gR/oZzMhHE2nCsStfsOfACJ5d\naABHgcwC5OgoEngE3AP9CyhOhgjgxbuXj0tUV4QwTr+GI/TmZlRLYjLLEpftThEmaFHJ9c/y4Sk1\nOGvVkdj5zjAeKALpLvLOt0vItUl8YF5daG8JM5sClqAxUVGXYKzIxlKRQx2jR9TjIcXBZnAIuCO/\nb6LbChqfuAlkARLnz2d9uMH6wPzGW101wEQhRFXkjYpjJEmqAswALgshvIGr737+qCjVsI+bp3dz\ncE4agi46j7DkmViWU3L6eQ9+quhOuvgG7zZ7OD+7L6O8BDsGDOTEPlPyBtzkgd8nKFzP8+AnZ+6W\naUSV1U/ZkzKIrTUG49JAQ+H+IvIuW9Ju9G6GztkH7j3hhhPP8+Yx+lII7rXSSL3pBCQx+fj3KB2z\nQHUcuIhteH+0D/ehcB+EUf9y2MX0pv0Qf4JmVadq7+dAb5Q+2Tioh5A79BZL1v9A45pReLaPRvYU\nwO280QR/NonQCBcatgxiqWcNUiuVQ4weSaqnAjSOfDL3CaHK7myqN5EzPzRiaJENqjAdhbNNaN54\nGY9WeRAcXw9IZ8nAPQzcsYPIA2quL2jMJ8Z7Gbd1UUkN2/+cj367viRJpkKIAkmSVMjzAVOArkCa\nEOJ7SZKmAzZCiBmSJPkAB5CzDJYBrgDeQgj9P31nqXHxN0SSXqC8X4nzDVrSL+MwmQ6F0L8sqkka\nqtR+QohfA1jwCh+fRO7fr4elZSDyvEt96FSO8ode4Gt+jSuaNsTsqgzByA9SSciGbXPkQmcpyIFX\nYgGIR+++wxGIRf7bqQDKAj5gZy0bnt+C68AYKji94n7CJ6gDTcENJLcCLG2z+dzoOG25TAGmZGOJ\nGkNqEEK71JsoXgi5/Rdyu89/kmOuHk/eXZsdYA2hHuU4qOhHEPUJoxLtuUgI1bgX3ApGSLIPqhx4\nnA/jtKo7tV2DIVsNZCGE1wcapffjfc2LtcS9927zidT4v7YpSdIpYN27o4UQIlmSJGcgQAhR+b0b\n/h9RqmEfN9nZ2ZTZosFkVDat7GazvPA6ne5uJmRoDxgPft+Au6PE6cN7OOM7EDf7BDp9NY4ty+rj\noO4DBgq0ql1kmc5FjJTku9L5CGT2lp+BUAPLgLmyjs2EkKkVaLF/PWePzSR9kT1dG10CHcB5IAir\nyx3omfGQHbPHsuDILObXm4OxqZ6C7mawbxUmprUoLLiPQ3FfUo08UA4XKA9oSbKxoVLsKwDCt9XA\n+6tnJLh7cqGyEV07FHNwCyQdGMOket7QfBxUF+yd0IcyYbcoU6OISuUzqZD7nBsGLfipay7tz1ng\nJiUDCiTTxdStEs2phye5MbUNL9ee4rui4hIZs/8vJaFf8PMa9nP87FKaEOIvJX8NkQsuZCKLyu53\nr+9G3pME0A04KITQCCGikW2vv+/Uw78DhPBB21BJe+km0QZmVPlER9ScMoR6VKSvdJAreRJTDqwl\nNLQlFhYWhIZ6gkUdcHCDNIi84MPOhGHEbK0sZ7u+BtwFNuvhZbrsV7pXBOFhkBAE4glyvY/Md//+\nJcgYQJ06YSBlwRL4ut8a7g+pi0tREje/a496o6mcJiASRIopGrUhQdRnI6O4RDteUQUj1BhRLAdF\nG+HVMvA7BKigWiewd4HUChZgA+k+Zlz2asZFRXsq85Lg9AbEh1XAhkxqa55ArARmQEIMPFMTu7IS\nV0xboVylQj7hxqJFJ/5dl/7u0aJ87+O/IUmSF1AbeAA4CSGS351KRjZofHSUatjHjZWVFXlT7Uk1\nL8/h4kM8OzeR6QlHGGqwkNmzFtKtS036qASdztwGID7Nld7B8Qj3GWwKmACAZWFvGqy5T/hCDyp+\nGY7ZMBPiM+1YsGg2cAfVhhlQE3lJflsAe4O/JGO4J02zbrJv/ef8eGEp15f4EXzHCPMNTTBs40r+\nScG05FZ0v/Qj+hkmFOSZwb5rmE6pQIstz1gamMasRyvwWbeP6WMWsmzTFCpFv/zr71WkMiZloicr\nT0ykYHMnpOOC/uGZmL4pwC61A0fnd4MnEvNXLsI/z5ft0VNAc5vE5W9ot/gm3xq8IaPAjjY/XAXV\nQqxvdCT3zBDy4/X0MDpF+w5qgsf/MSc0f41+/ZyG/X/42cBIkiSFJElPkIXvuhAilP8siK7IVty/\nEI/81FXKB8LS0hJvmyDKrkygSnIYs66u4tZKMOu/gapVbwLQ52ge83O9qf30MXwObXufQZ9iLAdD\nDsiVReJAnpaJh9x7oPNH/hvxl2mjbKCYn35yQ4hBzJhhDkBw8JcgomG4nq3LxrHGdjSmZgXyn9FY\nQAkGTXNpVPM67haxtOEyvTnCLBbjTCIGqNFgAJkQfQ6eF8KMeqC7C7SCpv5w36gBV+o0JcPQmjTs\neUwt7tOYwhwzdM9VbCoeyQODBkjXhOw3Jw9yXsNDOJn1OUP7bwIXA1CpmDPH+wOOzu8bSZLMgePA\neCFE7t+fezd98lFOoZRq2O+Lzl1nsLXDEHa+qMW27IFs9RuIhUbQeeVRABISEglvWwN1PRV5i8+T\n0sWTezmNqWX3iNrGAUQ4epM/pwvB97z5dvYiwBdtpAEqU7U8yvFKvmm2ClO7cBqbv2b2tEbwwhvf\nGX7UadIGxQE5Dr5+sBsrzNuxMbcnjgYpgB8OogL5Hl047T+ebwZvwvF0Cje3TsS6wwa8R64jaVM5\nnu5qCIDLiNGYWhQw/cxKttSpRnyMG9EJFTGuWUi6oze9WjZCU6ikrm8Qy4ce5FPDw9CmGfkLQ0me\nbMmNrTWo4RWOnafsf5K2uRPZIZjl7macSpRoflOP0ZyX/6YHS/m1/H9mjPRCiFqAG9BckqSW/3T+\n5wTxoxTLPzKnTvXnVKfb6NtCZ5NTtDvlxYSJEBraHIdv0hl1vh564BOXADpOOk4T7kCEJPt47gPa\nc/DqLPKa2kvkqrTFQAJyxJSGvHSWQ/v2n/xD22vWnEK+rfLhFhyN6cOt71vKMZYKpJ5qjMzVmFBA\nBy7iyw1acxUBtCQAbyKwIBfKgldj+LwcGM8BZXOI/8oRxWJIxolzdGYvg3AiGYGCg9p+FAgTCIPs\n086EvaqJQqGHxzHAJShjB6/gbqcWVDIMw+xmBmiLsbD4R9PlH4VfsrU1J+AJSX7b/nr8OyRJMkAO\nivYKIf6SYe4vS2hIkuSCHDV/dJRq2O+PG5btmHcijxTJk411nSE1i7FNZnP9+mNqWhVirNQSs96c\nZqFakss48dM4HXO7fItmrysLPp0BJNKtyT12dDPitFtVdnQeyJadQzlysBttp8ehEHp2bNjNTsWX\n1KhSg2Y5C//adrfvjmPQ/gY5va5xaE8grTrnkzLfBAcxFIDuG09htH8eZpp8+rsdIWhxXb5ol4Wl\nEhRL9bjsTWLB7e9Ydz2BURXWY2Ck4cG2L3H7LJ66Bnco0ppgsEANNMJlynXyXmQz5JvtZITomDlv\nART3JM30KPV3vsbcMI/p0hIcNEOwSClAG9KbUxkBqMwkYpLtCfrRqmQG6H/M72a7vhAiW5Kk80Bd\n3gmiECLpnwTxLeD+dx9ze/fav+Dn5/fX//b19cXX1/eXXXkp/5Vu3ZohukGHDhk0vXQX7jjicS2e\ntCZutJBMKFcjjzbUpY/iCEUYyevrAkgLJienBZaWRzEysqC4uAj5NvmL0SgbsHn3Zit69FjByZOT\nOXEiCV/fm4wfnwoYg1ILd0HTxly+AyrJ1yVCDCnwtuKNdXncpXicSaLS8VgwgfyGxkiGGrJNLeU4\nLA9wBb0PhB6twFVa47Y/jns0JhZPMrDlPo0IKmxA1hNnKjQO4bVjddgIeQpLuJ6Bl9cFqlUz4OxZ\nJyTpAQ3s0jn2rC+OZVNQlA8jMtIGSUpDCPsPPkb/joCAAAICAn719/wSA6Kxb0OMfRv+9ee0+Vv+\n4bwk7wneDrwQQqz6u1NngMHIBo7BwEedkrdUw35f+PXowzy94PNgF87NOUr1QWG8vmmJRl2NoVPG\nkPTZCTzqnMV9Vjl8AsPxuTiIt26O3JpWyIhLlTiQ0JUNDwM5OaEdZccNQ/tJS9QRKnqZnEGh0rOx\nXRkeTmtKJaCo8xpaHrqKY0Qs1ya3RLqo4samz2k0PBCiMnDTJtMk9j7XPZpjtDGX3mUr0Ie9vLCv\nzA9f9uX6Oeg6yRjdPg2v7BWcqdCJgCVqCl/1RtlQTcFML+gK6R7ejCzcIUtp95akLTnO+cxR7Nnc\nlxEtz7FlgQ/M+BaWWuNfwwu2w0K7k6TgwU/r2xIy0YfNZsNpssaUt5c1GNRoz4SI5XxrPwxbG9uS\nHTBKRr/+F/xX87UkSfaAVgiRJUmSCXARmA+0B9KFEMskSZoBWP+TcbEBfzMuVvhnl2KpcfHDExkZ\nQ4WpHpjcyEZ30QjPehEMZQeG5dehR0FExHK2TB0PO3LIiZVYsuQES5aogCyaNNFx964jfn56/PwU\nyNvd3gBKzMwiKC62Y/FiB0aNaouFxWHAAxRVQeUKmiKwM5btrlmg6KqlTeNz+BJAE+6Rhj11ix/j\ndSBRFgtb5BjMFNgMuEL4XDeuK1rxnGqEUYlEXEjWO6HRGpCbaYnujRk8g4pfPiP+rQeF9azBBKgF\n1ndOkpkp10dTq9Xo9XreJiSDBA16GJDx1AEkA/7RWvvx8L7mxfLi+Xu3GSlV+4c2JUlqhmyDf8bf\nZk9mImezOoKcBCEa6C2E+Ki2+pVq2B8DtVpN44WRRES6YbQlFX0SzKtcnnEVQZ0L+TowGG5MC3Gb\nwaM2M855C7fu3efIpftoBkp0vPyUNxdDGfswkPnhM1k0cyE/rhqJZZVdXDq4G8WYs+y7c4AaPz5G\n2TCVkNmt0KWcwH1AIzJ0Vjgv+JZLNmtolBKDy50wnvZrh95JQe4kY8o1CCSjgiu+9OC6xw0iDjri\nOS+L9gdPYzrzApu3HGDK4TX0aHAMd5sYllz5lluPWpAdaIzypgEvaxlyZmpnlvVcze4fq6IcWJ/2\nruf5rPEwpv/0giuPljPTtz0A8YkJKPV6ijXF7OvYhTkNX1Jp+jUOJUFt35Y/04sfnpLQL/hXDful\n/NyMkQuwW5IkBfL6yF4hxFVJkh4DRyRJGsY7QQQQQryQJOkI8j4iLTC6VD0+DsqX92SI1SF2ZXRA\nFankSL1eON7KYssbHaBjcPZ+tpiOh6ws2q+N5tG1TxCi3F8/7+OzDnt7L8AayMTGJpmhQy0xNnZn\n3bp4pk1zYdq0c8hLbFGgDwO1C+ANaT6wVQm+YGGdSx4WZGONE8m0uBQIBkA+6JtKKLKEbGWKRp7F\n8oF8nQXZCisM0OBMEuF4k57ghD7WCDLAqGIBxeamREyrId+laiAjCbo4k2XXA0mK5Ycfgpg8+TO5\nL8p5Mm/eCTweupBh7grFOg4dukrfvn9MI+OvRQhxm/+87N7mQ17Le1CqYX8ADA0NCV5Qhb0n+jHY\nqSoiX4t5mdrUebCex5YXeZGxlUOvhnKiRltujK6HLkLJis6HOTVPNmdTHlolBaILmEWzwAeIMIm8\ngLZU6mlJ+6up+B/swKwVC+jzoJDtXwzCrm4K6WerkpYRSLMaSdxb2p4qt5ZitPU2Y3OOYLP/ASNN\nLnJ5Xhrp06uBH5z68lMkTz0+TftwZeotDnUYTN+JB1DrjjHk7dfUPqTnwLdFbNIOhV7QdftFHl2r\nTrXJeajnmMAI6Or9hOipjagwPIELqu/Req+lyfTVXOYVbX3H4+biCkBoUCAzxobzdpQtOfNSuNUo\nk9p8fIHRx4YkSUrkBDDxQogu//F9pbXS/jy8eBFO1apZYFKVmonPeXS7Ccm99WwrgN05oUT29IG7\nkNPfkiV2M1myrC4GBja0afOSCxcGsXnzWUaOzMbAQEeVKik8fToVQ8NFaLWOKJUGJCZ2xsHhwLsZ\nJj3ykltLwAIs7aEWcqab6sV85naET7jNmOdbeVlTUKEiaC+ZUuChxGlVLmI9SFbAKKAKJNW24o5J\nUwJpwGNq80RTi9RADwhF3hiXg7zg4QTs0IE6EgjA2NgESKCwcPq/9Efb+/5cS22HvqsCeIMQH1/l\n6vd94vIU72/KjJGqlNZK+xlKNaxkUBrr0BcrAb93r/gB84nTr0WSBAdVGYREbCV6hCdX8zuw0mUK\n3fcdxts4GgADDw0iVUF4ujvlTBMYU7SCPXu/Jn/cagznTOPNFBfShTXFQyrS4HQzyuT1Y8KDdaxq\nKNdWLFYakWZ8Cvu87qS7HsAxuS/Jpnt5aL8Vp7h83FST0A6dh9JZh9rRkKVj1Xz7dwuzxiOK2LfY\nmFeFUGOhBe7D3QnJrMHwI7so9jMidZ4NxXMUROwpJqlpO4ZUbcXLrMWUNU74l74wNi5mWrEpfZ9Z\nYNomG6/kj+9+LAn9gv+sYZIkTUJeSrcQQnT9T58vzXz9J8LHxxt/fzUU7uepqxXlPV5yNO8rBiS4\nc0jdH9VYDayDERtWMc55FTVuW6FB4OIi318jRnRBiIGo1YN5+nQqAGr1bPT6r9FohuDgcBgwoHJl\nMxo1MgHMwNYTJtjDUqAaoAVFjpJATUOacRuVTuBoCybj4Z5HXWLwIu8hSHVAWIH+PDzuDBHe2Xjr\nw3ElgUqEUcXgJZKNDqVvkVz7zRLZk3QGMFSCc3lAT//+SgbNbgxAXJxsFenbVzYYX2lpTc8uB+Az\nAdjw5MmLDzYW/2tKa6WV8kdEV6Sk67ZjyAGRGeCHQatW9FqzgJN1splSFnZf+Jq8yclcfKanpdNq\nIoM6cS84BABNrAHaQiXlTOVAY73xZHK/tkRfOJdai/dyyM4Wo/NgunA9Nwf9hIFeQ7XtocSV9Sau\nrDcpnT3Zd/wORXvysUvpT0eLvXxZ+yF1ez9nzrJlwGxsml5COnKKHyIqM6+2QIp7Qvuk7byNteVA\ntjW9qgpqrrLG5FwBteu84I33Ie6tNCYhxZY99b4gxS4D3zn5GH9/nUnnHfkhaMc/9IEkbQWgw/oz\n7GAh4YfUBA8wZteRuR9sHP7X/C/M15IkuQEdgW3Afw3WSmeM/qQYGi5Co6mANL83Db6+RWPdPR7p\n6xBmVomnuro4rU1DP0riR9dRTGmwGuKiQVseKRt+imrNuN3b2dcuhxs3YqhSxRFHR3Pq1auGJG0B\n9IAhGA6ARkb4XvNnWe4MWiTeQatSUbniM6rzHBcSmKZbjm1iPo8tqrHfqh+fcYzmix8SMQ/8tTDu\nJsQ1syNSKo8DaVykPY+owwMa8DqyGqQrMDPPZqTPWlasmQNrkJNxK4vBJBPqOMMtDT+uPMPE7z+D\ntBz69DrFof2DAJBU18C3BdxWQnE8UVECLy/3/9xxH5j3feJyEW/eu81EqVzpjNHPUKphJcuqQzeY\ncfgN6msOiJzO/3R2C2DKhaCdJLTMISX/ITPdoN3Dswy9ZsrFoteMWbMVxzPHScnJZbk2mNmq6mgw\nJO/WDmJmrGf3mlM8ruJI2OctKD/zODkH2/M2wJbEbV7cWhjP18YpKAaY0n3EYS471cB7XgH5OyWS\nna/woNd29KnJkGaAalQmXz+7jPq2Ic921qLm2ses1I7HYXgSAyccYffwFvwYNp6pk9dj9FjP+ZQB\nDPp2P04JyYwLLsMKtzTS5huysf4ctAOCGJl8FpcewEb53nM+GEdyfxfu2JhjeskIne4UdRt+PEtq\nJaFf8O81TJKko8hVPS2BKaVLaaX8W0aP3szGjcWAE0hNwNJdzuLiBAp3HZaO2RQ2N6F21/vMYz5d\npu7A7RsNlo7ZFNd+jqWlJUFBTWGuC3x3GDkIz0H2GWnAoCeMduOLVVvYc24E7Tufwo40Puc43oQT\nRVl8MsMJsynHG8rxmNqseDYLqwe56JbC9Rio7g3mgQY8Mq9JBnYE0oAwKpGKA+nYka23ooniLhbk\nsmP5GNiI7E2KLYL+xoRMrMS+Cv1Z5tYYnHxhuCH4aantcxYDlZbAF80gLwAc+8lZCPSpCOFQQiPy\nr7yvsDiKmPduM0XyLA2MfoZSDSt5ioqKuJrehS/e7iWzoRXyXoAWwFbg63fvegqco4FhNINq7aLV\nkPKYJuUTMrwKtTRbeHR6LIO2fkbFatUIfNuAoHPVefq4NsNb9sZBVMPdbAnNg8pxt2M4J6JPUKZi\nBo9n18SVRLreP4v23g4eV9vIrJAyWOcM4IeoMfh36w6dAD1kzXhKWA0VLVuoKPtM+9drX+qv5VsX\nSB9hR0RMeYJq16fZF9fIPhFL8zn5aGupcDsTSZXHoSxp1ZEyqY5UXRZG1QXhqGup+P7gZIIKW9Bs\n8GYsKjvRKaEXG1LmsbbJT1zd8vHY/kpCv+BfNUySpM7Ap0KIMZIk+QKTSwOjUv4jhYWFVK++lshI\nK+QtYcVAfZBswMYcLIyhggLsgVfZ/PBkJl/eO4Dv+QBClseAOhVoT6dOAZw/b4ls9NEgbzHzBp+W\nGK0rpEGdu3haRbF76wjufl2bZtsf0X3YQWZmfc90q8W8Tq2Ep+MbljEdW/dgworheSp0sIb6W999\nbRzkRMGj4w3IU1uy3nAUepS04xJrdOOInVoJ7oLz9lhM8tREDamAy7kYEhd4wp7TgBLsOkBZlZyO\nKTkYw7uVEceUaPYbQz3gUj5oniFE45IYjn+hNDD6OCnVsI+HfTPnMzKpEsWP7dB2bAtL/nLmMtAW\n0INnNhjaYDboDJPPzkMR+IS2I4y42XshCa4KOj3cgGlQC8qtPsWDrTXJS3Vj6JaF6DPSMJ0ch/aF\nL8VHrGgWdY3bVVuhqrKO53d+oMHxYHY1G0TP+uexWHEd437lyf3qFkXRAyDAj/r9O3Byfye6tp9I\ncPJclr5woa9NIl5G8PS0FTW/y6bppzdQGgsOftGTkAF5DNofQT+pFqubZGLme4LODYpY2ekbbt5s\nw/hWy/nerh9FVQNxGtuOIZqp7H7eke66QjgIt2ea0uxOAez7OO7ND6Vf6oB7qAPu//Xngvmr/jkw\nWgx8gbyhwhh51ui4EGLQv/1CIcQHP+RmS/mYuHHjgYA1ApYKWCjmz98tYKWAXQJuCYgQcFRglC+M\nDxYKEYIou/C1wEUnWCkEzfTCxGSVgA0C1gtYLeCYgCzBTCGIKRJmKemip9gnvhUzRD+xXSjCtaJj\n8TFRNueF4K5enCr+VDwQ1YW4gBCVEAdBBEsIsQuRVGwpxHOEbhWiKBUhNiCmCT8xSGwStjmJgjtC\nMEcIegvBZCGU0UWC4UKwXgh6CAFvBOQLKBKUEfI1mQlBbSGYK4QiRCO66g8KRgiBgV6sWuVf0kMi\nhJATD4r3+P/LThf/3sf7tPlnO0o17OPjhLq9iCgoIzYeGyp6h+wR+fn5wmxhpkCaJ0ArjIwjhKq6\nWoBOwDwxD0RxUwMh3BEnzRCvs13FurlDhaiB2NLBWBR7G4qCTSbCQR0lIjeUEyAELBS2L54JWgmB\ngRAWO5OF0cIioVBsEgWbTIQoh9BsUIkCbxNRsMlE6L0lES9sBXOFAI0AjTA0eiLMFueKeGEr9B6S\neKN1Fm+KXMSrGGtx0QLhIGIECJF631I0Tb8ihk9aL9RuCOGF0K1VCPv8N2Lg4J5CXx6h3mAgfF/7\nCzENcXxIT/Gdqdxe1OqKJT0cQoiS0a+f0zDkacWz/+0aSmeMSvm3LF9+gGnTUpBLS5kBBcjZHd4l\n/LH8hNoBRdSqHUQvjrJg5wLuD/MCSYXlDCPybhqhzzDD+GQexREmiFAlVAabWqm42scSer4upCIX\neDUCixFpLHGYzpjjO4iYCPvj/nYtfosheGYV7tEYT2KxIZN07NCjwIsoxrEWGzI5u703hIPzlBgK\ntWZkH7SXa76HAxlAHyAEyAeaA+VA8tDz1KU6ZV9Ec+TLblzJbstB1y+hIA4hSt5r9L5PXFbFie/d\nZraRyy9u889GqYZ93OwMOII67wojJ23BITyWT754QP03u/jReQcpQU7vSh7dpa1iBbVaNUJV5jld\nLu2lcVnx7hxQCQp6mWK6qwDJQMDNm8h1jarQaFYx9xc3pNqmF5juX0vEhvmoqmlACFJGeDEtai6Z\ndfV0WreI+nly4kU3KR6FhwGVyi/k5XVfmpQL4oLhIp4v1nF68GjG52zjpVUGwRcn03H8Ch4+BeeF\npkjXNXQI1dBn9x6+PDOcDiZFTK83jiXj1qBoAD57HxG0tjHxy4s5lg5D9LZ0v3yeoLaNSqbz/46S\n0C/47xomSVIL5KW0/7grrTQwKuX/Rblya4iKsgCK3h1KoCwc6kKZLpHkSuZ0NjmHKwlMVy9jkGoP\n/kd7Ur/3TRyKUrnQ6zPwRE6Zp0Qu57nx3ZfrgCXwTe/l1BMP+SzsHMb+BSyZJJ8aVhPUQa4sM5hO\nDpaYks8k/Sr2KgZgTTan6UYVXnDk7UAKrlpi1jkTL9vXRCZXpOictZwX6S5y9lfEJTQAACAASURB\nVG0LIAdabPInXWmPLwH0rDaNZioQB1Xk5ptjPzEDbquJjU3D3b1ky2S9r7CY56e+d5t5Zg6lgdHP\nUKphvy9uzJ7EgnbVONh3GG+KoNFUqPfNbd68MSOz9lVgMuHO5VBJmXhNyGJdhxFIn1yi0+RsVk+b\nyiDNXupazgX6Ajk0KDuCg5dvUX5zPCw/im1YZQrXvqBwXR/gGJJhLZQ+99A++YL5Rgq+SLYmKKM5\nfVqfgigNdqlJjInYwtEG3TiT1pYKQ7NY8VLBaLWeT17c5sXctxSc7EP4PWu8v8kibLkVm/JmYdto\nOnOnwFeNN7B11BjqP7/F8WN92DnsLX6+sDZbSY/2Bhw+rKb29zto9fngEu33ktAv+PUaVhoYlfKL\n8fe/RceOoYARKCpA2aYwUIGysZoGvrdZqZ1Cs3OB6G6poAkYORRRPMJYzmatAr6ECWOXsC10BHk1\nEkFRBaYpUPUrol71uwyU9lFHPKHxysfkpMDt78FVU4WxqtVEUZYKvGYkm9jNYL5iO7mYU5On9NYe\n5k1UVT6teJJG3KcR95mjXsSDhy3gAuAGqh75aDeaYTUtiS9M9+BBHCO/24RmhRbb0UA9mNdzOgvs\nlkJGyRuxSwOjj5NSDfv9cjXoNm/z11HmbAqfPvBHcycFueLNHOQp5nvEi7W4NU+HW2/AzprgqE/e\nBUbNsY3KIn1tVfZtgeO7j3HuW4HN8wZkVD3BxXqnoRdwGfqt3k2q5EGLdkOpPq0645qvxLvsTqy2\nmrJLsZQJm1ZTtC6fQz7V8XWBA42MyD7VlbMuhlzouB/9c4k3jwWJLQ1wua6hQg/oH7iWPVYTcFwb\nTNmEEIavuc2sFWPwHHyBpgOMmDHuO+L8NYTvLKb1TTVlkkr2Hv29BkaleYxK+cV8+uknCDGSOXME\nXTqFQOQxmB+Pbp4h9ya1onXSVXSpCiSdDkYjB0VROngpZBO1BXSK/Inp1RYDkWCvhbOg1EEWNnS9\n4E/5rx5ToIU7i1vhmFOdF6rKpGPL23AvzMhnHwO5EtuBV3iTji1XacWbpz7ow5Wk6B0ZmrKXus53\n+OlwF7o2OYzt+CTcBkdgZZUJzcHSKAdXEsnAhn1zB2J+RgU1gSzowSlMFhWAwoFvvz1bwr39fui0\nyvc+Sinlj0zr+s0Y5HuI1iuu0XPlTaoNyEJVyw65RvIrAI4vdEFES/Q8FAzYUndQKFAHhWMcSi9z\nzExPog3uB4D5Rk9SpSQa7fGgY+ZAusfM4PTTAlI8PDl+tis3bHewro0LpgYF8LYSnQ1e4dPmCTWq\nP6XoRR7Tz95GQjDdKoLR2eO4++NoTrbvSpfdx4nyMyO9nJIKJoA/HNCPJXyLOarqNkSVbUtX+500\nyw4j1MmeDcvqU5wheBlelopfGPFojAlf7dtfQr386/g1+vWbaNgvNUb9FgelxsU/HDNm7BdwT6CM\nEnwiBMeE+FqsFqopagF3BTwXKLQCLyH4UQjJTyeoIAT4yebuakKwTgjpgVY8TKohspsh1OcRM8S3\nwlP3UiwTY4VpSppwe/1GiC2Ix/FVBGeFqJz9WERluwnFG41gvhBMEcI765l4WFhVFDVDzANxTTQS\nXcUh8UhUEs3FT8KuKF7U0N8XE8RiEaitJhJy7YQ2TCGEL0JsRqwXX4qeYp+gtRCgEwMHHiqxfuU9\nzYuG6dnvfbxPm3+2o1TD/ljEx8cJx9iQdwbraAHPBAQJvzJm4mWRl1A4rRd2sS9E/OcuIn6Xi5j1\n/UIRmF1ddN97TNg8eCgc1FHCYleacLeJFRabLwm72DCBsxBMEkKy0gvJ+pqIF7ZC4XBI1Mq4L/xA\nvCzyEigTRF8qCfyEeBhfVcAtYRf/UkimwUIy2i7MmSziha0QngjX4dtFQqq1yHZF5G82FfCdsM95\nLXYaIVIX2Im3u1xFvLAVX17YIuaBeHDFQkTGWYtlCRNKrF9LQr9+Cw0rnTEq5TdhyZL+FBfXobqP\nP9w6Ap9fZ6t9T7SFBmBtzcyAM3gfDMNgiRqHAYmIcgp4vRc591EMOANTMhCXlKy0H0vEwZp0a32c\nZfdnE/N9ZbYWfI0mx4SUCBcWDpuCj384dVvc4dWgWjR5fRf9epWcskQL4fer0ybrGqNurad9Xm18\nNzzAjXgShCstuYa7USx5mGNMEYHKBlglF5Dpq2dFAPAM7tKEyryi+pkg8FCwb58vmZmZJdm9vxit\nRvneRyml/NkoU8aNZPdqrD+2F+MRdii9dJjO9Mbv7UwWdGyPrvEY0pr6UCYlkTJXEglwbMG2GyPp\nVPADk5VHwUBB4xNBpA8PQp9eTLpHPr2+P0TrrEsoG+qwOmfO9iWDcC3ThJAmd1kvYohYmsyQ/ec5\nMzOQXtEb2PXqK1rvesqo+IOIgjqI4hzy6E5jaQXxkfakPK7LobMDCV5sRsS98qy6l8SBwyMYMykB\nL2kHy0eXQ1so+O7TGWzLes6FNrkYuSmoumszN+4/Keku/kX8Gv36LTSs1GNUym/O48fPqV//OTqd\nKVAJelRiwYmpNFQ/5LhhN64UteNNXx84vYGRIw3YtKk2EAomg6E5NL9wEUmhJ0HtRsSW6rJJ+xNk\n07YpWM5KZr71PAokE2a3+BGykVMnZSOXHakCeMufqVXtHq4kkIQzWlS04TI1eYakFwQofFlZOBmr\nqGJ4DtrpoPoU7q2vSZFkgqcuhlpPX5Db3BryX1NY6IaxsfEH7cv3XaNXJOW9d5t6Z/Nf3OafjVIN\n+2OTvdaawdO78jJqChFepxFFOgCymq7Etl0WQzO34Lp6BtPzEnC9n0duOwuMJ14gx7U3LhOjuLSp\nG7XHPKb73mP4R3WheI4SyUrBVdOKDInyJ9bYm/EXVtCv5nYajX8Kx6KBikAATGyMtGMFMAC3W4nE\nfdkIgsFiaypmX8+lxuNO7Kg1hDLLM1DMvUS2d2c6FV3h9ttb3As9ytVaTxnjYslpKZc3L/V8/tyK\nJN8cGkRmYWlp+UH7sST0C34DDfs1003ve1A6Df2nYNSoHQK2CUyLhMHVAlE97aFoJi4JXISAnUKv\n14vx4zcLmCfggqCWEAwQolzSS2GbFS/4TAgaCoFZlqCSEMwQYq6YKecaaigE1XQCK/Xf5SjKEdgL\nOZ/Rj0IQIIRDbryQHmuEKilP1Bc3xGwxW6S8shWROhexTIwVi8REkRNtIkQUQhxD6MMQ6ToT8ZNo\nLsRNxBF9Z8E+jcBYCHj1wfuQ95yK5m3R+x+lS2mlGlaKOHHbX2AkhIOIEeZr/QX9XglVjTPiWX5F\nUXvvfXHhzgUhhBA3khuI0HplxdFLPYTeQxJHL/UQ1es8FZ5j34gFvqNFlNZRmK/MEKImYlTYKvEg\nq4agpxAghHObBAFRYkfH5gJ+FKqqq0SF7BAhOiCOXuohpFk6AUJY7L0mJhxcJlbcHydEN8QZM4TO\nDfFkaXVhnx0hmrS8JSyfpwp6CeHMY1HQ2US0Sr0gjk8xlu0ElgjhhbgXHPJB+7BE9Os30LDSGaNS\n/ue4u18mnrYwCUyHpVNwwI4el45x/PhnKBSbgPLQvSWUN6DlMn+u7/0UbIBrwNYcEJlQJMGnHtAM\nuVjssvugzwOiKV8+j8jINoApSGXha0nOa+oEWAHV9Pg2vsie/2vvvsOjqrYGDv92OiGQQkICEnpH\nEJAOSgBBigIWRMQGKqjwwVUBOwS7oF4rilJFQCnSkU4UQXpvQqihhJZASEjP+v6Y4RKRkmQmmZmw\n3ueZx8nkzNlrjpnFOvvsvc/JZ/mqVF+eYQzVFseQ2tgQ61eSctNOWU7W3CGjnCHBuyheWan4nUkn\nqYQ3owKeZchTX8OkdJBfiY1tRWhoyQI5dnk94+JIet4bLeeZ6zZvNZrDbh2fzBvG4M7DgUjax9Wl\nZNtRdP8mjhKeE5i2fAE9mzanxq52HJwQzD2rf2fnkToENz3M7PR6/KdrFCNf78/QKR8TvXgVwrN8\n2TGCdn338tK5cfQ59zpHizSjX/1vaLVhDkXKeLHe507iG2+h94BTjB9ThPTgJ+k4aRZDf/yIIr9f\nosHZjVRc/zJjS27BI20NvmNup8RDJ/j7XFmOVt9G3SyhbggMH/8GyW2+5UxwDV5dsxvfMDfOh8Xh\ns3onlavVKpBj55D8BTbnMC2MVIEwZh6EtSJwejIDW3xCZN3hbBq3n/DwMEqGroa5XSnd5hCrvZvS\nbv8K9lf3gOpVYe90IBPu6AZ/H4YUP5YvP06bNn5cvFia6OgjhIeHERw8C+gC5UMsaxX1xbKwY1fw\nrJ1A5+A5BHOWnkxhH1UpwzGaJ63Hb20KHAICsMzRXAwnZkFICHgOg/RW8FrIe+xJrsVvw7rCyCxg\nEyINC+i45TGxHMjKe6OV3LQwugnNYbcWMwj4NB5vRnBw4DckP+PGgr5Cm/F/8mPYr3zxzGAiE+5l\ncOe/+KtUEbZXe5R+tRvzfLU5zJr6Nl03rOSpltNoVn0AbdsmMmbhcMp6nGbb3j3cUb0GY/94mr5P\n3s63T++mdp1drC/VgMfcfiLuYCjdh0zj+KEAzhQvT9+pX/Fs5R9ol74EiGXgC1MYcN8nHPpMqF/0\nSrxJmZCwN5CsYoZFHS5Sfk06GxOhx+e+7O3WgCrJP1GhQv4vYOuQ/AU25zAtjFSB+jv6IJ0vJrNv\nRGXcNnuS1dUNRvwOnIMBD0JXYBnwwTogmnp3V2Lz700wJY7ChRju65DI8uWXSE4OI/v9zLy9R5AW\n1A//n1K5MDIIHhGKtLhI+gUfMi55Ed50P0291vDliZcp4n6JtGB3gn9Nstw0dyWWZQRKQNwC+HIr\nVAYeHwCZg2ByeDeaZa7hkHsF2r27CoaeBf7gxIlmlCoVlq/HSwsj56Q57NZVvs0ROnqO5OHeVWn9\n40BmVvPhYPXnGbqxOyk/LIH6Q1nWx4/VMS/x4el7SR7dgtv6HsUtIY3RHSbS6ct3mf1CWSo2X0Dt\n6rUBWLhwA093DOX0K+W45OFNWJX5PPlCP77utg+v+sl4+yViPLbi1bU6AxrWpH2bamyrWY8fF9Yg\na3RdVrdqDcDb84aycHol7n//Ke4aXRS/sm6cfymJe4tnMTcayi4qzuxGCbyw35+Y5GU0qN0gX4+V\nqxZGen1eFbiMjAwhOFqelG9ljrQVfhQplnBaeEeEbVmW+5cFZ4qb20fSoMGHIiIC4+TcuXPi5rZU\njh8/ITD3H/v08npPeEGELiKsEOE7EYaJMFmExSKesYnSQP6Q9+Rlkc2IbEFSzriJfIykhiPDQbYb\nZCGWKf7DQNLDEJmJZJ4yIgeR0+l+cm/WLCFSBE6Ju/uMfD9W5PUa/d+S94eOMdIcpm6oU/o0CYvb\nKx68LeN9kcxwRMohqd96yc/Pe8uGLxrIFxnPSff08SIi8u3Kb2Ro9DCRwUh6erowSGT8ign/29/6\n3xZIiByRwxklpcq5rSJlkYADsQKjJCT9iKSP8hCfZ6dK4LqN4tHwK5GyyPGMIAmRIyJfI9IckXBE\nPkEyy7v9L4etnlNMzpdGVgUgB+ICJdJYthvugWQ+4Jbvx8kh+csOOUyn66sC5+7ujpypRMPZNeg2\nYCbuKakk/RlI5bd28GqdSLYtqE6ZhYfo3t2HI0c8ARDpRVBQEO3a7aJ06VKI3P+PfaalhcK3CyAM\nGtb/k159R+H1cBKEQ5HGcZQMPUlxEjhNSb6s9xzz67YhDU/YBNNiLBPe/N3gYLZ9jogFZoPbKIEj\nEByfyPy4B5g+rBPFVnuS6dWS8eN/K7DjlisZNjyUUjc036MbR4pWIOSDvvRyj8P97CrCjsxh8C+t\n+S35Gc5+s5m9M2vRePFm0tPTeT7iRYZXimRWu7/w8PBARsLTra7cruPwbw8xcukb3LFyBx0ef4t1\nF+HPH8oj7V/kuUnj8fgog62th7Fv571kHa1LsVfiqPbNZOp/PQ3ffQl0DJ2H8TlB8t9F8Ou8nkV8\nQbMvfFnS5SJbEuHvZDg8JpUTUp/IGMjKgM3/8eP38S878CjegC35yw45TC+lKYfbv/8gVZ8pB33d\n6dVzFB+kvk37xovZurUBW7bspH5zdx57IJq3I2tBZhb337+O6OhmiFQAwJjvIbQPFM+i7CtHue3p\ng3zpPpDxHk+zm5rEEcSSDffxasN3SceTOmyjM3OpcDoGn4lZlmn+W+BIFPx1CWq7wTlgRRbUA7o8\nDrQD6gPFICnQi/HFnmDgC9+T9d0RYmOL5ttg7Dx3RW+z4ft1R+7bvNVoDlPZldx/jLjO02m8pi77\nAysxc/ad3NXVeluLsobkLDiy7G88vbKIXruVzyJ8meLdghIlgvh6cSSjj5Rh27vP4WaAPtC83wqe\nCmtNn1DLLkofOsCuF2tw35BFxJQrQ4qHN6ffLUfzZ1dAKlzIgktlQvnNswPVI47AmqMMeLQ3gT8t\np9sef5Y+kMj5vZlEhkOk9Sa5tQb40OxzXzatHE3n1g/ny3FxSP4Cm3OYh22tK2W7KlUq0iB5NZtj\nm3IBf4atncDWrZevfbtBsXCmrK9B21eqMLzsXC4lnAGKEBh2kPPxXkAJqJfBwiEdWdd6KRU/hQZN\noMZ7b7O1bA32Up3QhWcZs7E/S164m2gq40MKPuOy2Ps6HHKDQ1kgQALQ/W7YsA5Ihq1Ak3kQWhMo\nDxyCouFpNLxjA9X/u43d4+4gLGwjIgUzSy3HtOdHqQKzIvE4Tfs9yJqg8UAid8mVe32VGH+CEu1n\nc766DwtW3E7NSr5svuN9tjarSlPfJKqU78aow8tI9/HmxH/CqPDxEVZ/35pD/nAoBSr4QIa7B198\nn8bq31pDKSi57gitp/ci0H8t8z95A8rCmerBfDkzhQFjPuOrdUms2jGQb+avZ3qNCzwnQRyY402H\nmU8ysO5XHJyeRlJMFmO94nAfvZnO5E9hlGcOzl96KU05hQ0bmrOu5R5Mt0qMbnnlMlm9ejWpFvgb\nBBym/q+Guv/dwo4dPQlbmcrCxEq0WxcFJPL23LdZ13opAAf3Q+QkGFkumcqdNtPp0iIy5sGlNzPp\nOHsl96fNJyg2gaz2UCQUNmXBaeAMUBIwGdDoHcti3ALsSwCigUw4F+HPsjuaE0M43X2m4Pl+BrjX\nplu3nwr4iCmlnMXt9RpzsX85Hv+rGUs3/nNCxjy/9RztUoQL925kSOeXWfnzM/RYfJ7z52ryn9h7\nMA8f4aGpUzjzdjBDKw6jR0w1jqfBoVRIETj4oDcI9OgWwm//5wsn4feQclSecSd/FGuE7wO/QA/Y\nffA8fU550afWO0jZt9mybRNx2zJ4ToI4/3cmpTp4sOj0R3R4JYl+a9M5PCuNB/2hXbmv+Wna4w46\ncs5JCyPlNBo0qMWM6U3+9frffR/mgb/W0NfjO2Z/+hih5YtQo8Vuip6vyqrIByCwDW/V/fSa+/x2\nIUwNicOjA8w9D0lvQoVxJ/HvmozbSSiRDHU8r2x/HMjaB9SBR62dVikC7Ab2w3K/uxlHb1bTHDB0\nHfQz1CzCjLk97Xw0bJRuw0MplSeTmrTjnjv/uZRHtcceJcWvFytGfshTm/cx57VqDN/8Hlu/acWw\nlWso1/4PAM75BFEzZDdL9s1jzrJn+SMBfjkLh8ancvr2crz1RwWqf36J42lw5n4/3in5FpE155Kx\nqQteU0exKiqD9ETh8Kw0NmyoTYj0pu4bRQDYPzGNX8seZ8+cCvSKaIfbiCyGsxyf3QFET01j3One\nbNy6u8CP13XZkr/skMO0MFJOb0zAn8xq8gBru7WGj49BVjy7NtZhg8edVP14NzxRhg+jM6/7/guX\n4NAKOCcwcjes/i8kjfRmd5NKxM0sxX2vXrkUnQW8cxrYCO6j3CkKJBkst3SLgars43Z2Mi/jfubL\nfTRjDd7jUsEjHWP+ZseOvfl8NHIo04aHUspuShxIxiwXWtyxgV7dp+A1ogRBzw3ivbqGCcXjqVTL\ncm+vFic/5o2GI4mrGk6/935gOMJvPMyqBJjfrQhlpj5EBXcIeNKbll4XKdU1nlea/B9Z59zwatuR\nt2sKT5V4lROrSuPnc5GEniW4u9oT9G7fhz99nqbHIX8y9sczLn0pRweHcE+jZdxdYiNnN2cwqX83\nqnWqxfJ1yx18tKxsyV92yGE6+Fq5BH//GSQkBAE7OXPmMUJC9uP+YQMee3U8k/b1JvnLYowYlcL1\nVr8wgDeQAlR1h91pb7HFrS4RRBHEOXr952ck2OAen0X8RHD/04dF1dtSlX2U//0EHgGZ+P12CbnX\ncH+9aVTkANuoS012E8B5vpjyCsmPFwPZiUhtu33uPA9e/N2G71dLHXx9M5rDVG6MixrLkA1d+aH7\nkwR/WooOsz8n6ei3+HGKTdU+o8Xew5wx4cBwShzrybkOVSAhBR71YdvQqmRmeVC/2G5gJAwdzPB2\nbzCsxQfQei2sqAyMAY+XIMMbgNB3Yok3QaS97WWNYBU+LOD/io5jZLfT9J5QlrH3xVBj2hbGVGzC\n5rAM+mVkMblaT56YMclun9sh+QtszmFaGCmXtHbtFpo2jYFaHeFxD4p3i2e81xOUqbWAhRf/vf3A\nIcCDRQncksSPj3VnAJ+TdCqQgBJnKOZ/gYbuG6nGXjLwxJM04gkEDCcJ4wL+lOYkX5x4mbmlO9H3\n1Biaha6iMesIIJ4UfDhFGN/0GwTfXYSsdRw4UJmKFcvb/DmdoTAyxowDOgGnxVr1GWMigWexDM0C\neF1EFuW9UdeiOUzZqu70+Wx7pD3wHp4tXif9z6PAdmAv+L8J6eMhsxffbe7N89PHQSRAPEQGckfp\nLWzrUy/b3qKgVmXYVQbYA9SgYYt1bDjaGGqDt9cCUmdt47td0TzfbxxEfQYk0O3pWkyf0I1hGCp2\n86LNND/iXgghrvdoWjZsafNn1MIoN41qUlF2ZMz3tGxZCregUP4Iq0vUUy2pMmgtP6yBDGsX0rPf\ne1Gl3WkeLDeD7dRh54IGsNmAL+AFXvdcomipixQNSKA0x4nNCMPX4xLepBLGKY5llSExvjhnLwST\nNCUI93syqNV4Ez4mhUocwJtUfEliVJdXYO4pIAbYT0ZGd9zd3W34bHlMLMtt+H61+VdhdBeWO9T9\nmK0wGgZcFJHP8t6Q69IcpuwlpO055HgszSafZs0rwrmVZQAv4GfgFaozn2XyLI/0ncOapS3gBERt\nbULr+9eQFX15NMxE4GH852zhQpcW2fYeySPNd7H2kU84OrCc9bUUik1YzcWn2+DZajQAHlV7MmR0\nMZq/5kPs5ylUGlCJtR3b07vuewT4B+T5szkkf8G/clhuaWGkXF58fDxBQd8i8gYHDx2l8oYyPPLI\njzRKXM/zc74lNQXSvPwpd9tJSkbEEPN6Vcs0tFgsaxhlYLnZbDWgtcAFA+FAaBaeoUm4HfMgPdCT\nrK884ASWnFUVaARPthtNMS4SzBkycWc7dzA34hH4fS9wHohG5Ik8f7Y8J5bFNny/7v13m8aY8sC8\nqwqjRBG59qj3Qk5zmLKn6fWL0G1zMgAetRJxL59B2sIALB2yIVSv/X9MT/oGWlfn7JAAWj2/xtK5\ndDb7XnZBcEU4uw3YBARCOSDuMYKaHSWuaVlYAqz5nKDdrbn0wQG2dxhCxpvR+L4TTtPBi/iweT3u\nmeHH/rPV2Nx0Hb1GFSGwXWKeP5dD8hdcM4flhg6+Vi4vMDCQgQODeOihz0FA1rnxy09P88qWUVR8\n4BBtn17FrCe6siO4Fu/uHUbF/nssCWIF8FcWbMiElVkwC/jKwF/AFuC4G+mbipE6owhZwz1gJ5al\nsU8C58GzQgqBxOHLJdLxJBlfSnESn9cugSmKZVRTdYyZycSJCwr2oBTMqrH/Z4zZZowZa4zJ+2ml\nUre42tO2UHrUUQCCdsXRwX8FcOXK9N4dX7Kmbmf2Bx2ibsu/mDvxXst51z9Ew9kdWBLVGfy+agq9\nHoO7IG5xWVgPrDlAkf6lMIHejEz7iB9q9+KJOusp/+QMzncLx90HfnCLo0rI3yTF+vNetwBoZPhp\nxeSCORCX6crXStnHoEHfM2tWLDVq3MGC5Z3gfg+oDqwDPKDJghXMW9uNi93jqPFWMql9k0FOYlmt\nyAcoD2XdLT1CtwFlsKz4eA6IAy5h+V0FIADoDU+1/44UfCjHEfy5wHoaMeeLR+E/p4EDQCqW848T\nzJoVQteubXL1mfJ8xrUgF9+v7VGwI+rKz1OG56THqCRXxhe9C5QSkWdyE6cr0xym8kNn+YUJ8W0p\nUWIlluTTyzK26D3B56lEUsZ/BlmwfMxIWg9Pwj08E9YCDKf4z61IeHQlg95Zx4i4RXD1RW63ZIpP\nWc+FsxEAhPY7jKS5ccY7HI8GX3N87FuUmh0HwNGhIZQZfg4ioRbd2BA+g+kTJ/BkttuY5ESB5K9r\n6VQAl9KMMe7ARuCYiNxvjAkCfsHSUXcYeEREzlu3fR3ojWXS3AARWXKN/WlSUfkiISGB5s2/ZOdO\nX6Allmtkh8CnNrwbRon7TtGw2hr6p49idUpzPgx4HsQdPLzAyw/83aESsB/LGZk3ltpGgLZYfgeY\nNllU77QNb/cUDp+tzKPBP+FHIksz2rItogmsPsCVvu5QoChwhi++8GLAgAdz/HnynFjm2PD96nLz\nS2k5/Z2z0BymXMWK0V/w8qy72bbYF0v3dAR4vAMZt2M506tJdc8fiHggk5di+1P1ZKblHhaVYeKA\nntSL28bC8Ha8/sCncMqyT6/2Y0jd9RzUAbbD6ZAQdrW4ndbfrIBA8HtjIYkxHcEf3N0yqRK8j7hL\nQZweFApEYjq/wUdxD9GoT20invggx5/FIfkLrpnDchVDDgujl4E7gWIi0tkYMwI4KyIjjDGvAoEi\n8poxpiYwBWiI5Zx7GVBVRLKu2p8mFZXvOnYcydatGZw8mQ4EA22hZCUo7QZdgRS468Ml9GAqL3ww\ngZiHQ5mR1YH3Q97l3ItlYNpOIB3cKsEnxQl/PpqYPeVhpgcEYfkn1QNI2FLFWgAAEKpJREFUA3wg\nsHEs8WPD4M1U4A8ss0MygGJYCjQPwBM4hsgLOfoMeU4sM234fj2UozFGpUTkpPX5S0BDEXks743m\nL81hytXs2b6JPj6pvJk2gCdv/5Vz4dvJOnYQGADsBaqwrcttsC4USKOc21783SExE6bW8mRar/ks\n7xtC44Un6OwTxRsTRsJYLGuWXNYXGJ3t55ch5pNgjBEyU4Uh//2cFa9FcObFsvDtSPoxgq9fOguf\n5exv3yH5C66Zw3IVw82+3MaYMsAE4H3gZevZ1l6gpYicMsaEAVEiUt16ppUlIh9b37sIiBSRtVft\nU5OKKjDu7t+QlZWEZXR1CSyFihtwDEa0p/ng5bTgT4ZO/pizkSk0mBDLmR6BELMSKAtf14DlwJp0\nOL0J5ACQAqYiFKkAyQkgJ7AUX35YJnAdxzK6OxW4xMyZDXjooS1YrsEVJac1RJ4Ty882fL8e/des\ntKlYut+CsZyDDgMigLpY+tIOAX1F5FTeG80/msOUK3vno/EsGVeF9aE7KPrhg1zsE0TmHsty/QGr\nNnCh3WIk+S0s19yKMGC5J9O3PUqZX8fx1MfHmFO0E/t+qsORTyyz0n5Y9SSDGUnqDF+Svyh2zTYX\nfV6UOh9eoshHvoT+FMOcofvp4Vae83f5ULnFJPav6p+j2B2Sv+BfOSy3cnIT2f8Cg4Hi2V4LzZYE\nT2G5VgBQGusVT6tjWM66lHKYzMx+APTs+QOQxJQpAVi6qJPg9QhWJ9zD6mr38Fvr+7iz53rO9AqF\nmA1Yent8eWzNFKbM8qBatXgathUmTXr+Gq3UoWfPz1mzxp3Dh4tj6fIuDuxA5DUARO5hypQFTJ16\noAA+tf2ISI9rvDyuwAPJO81hymUNfa0XQ1+DVXP3MNFsJeCDbdybvIT758/B+HpYiyKADkBjHoot\nxpCX3qfOxrFEVSpP+X0ZLP3EGy+vjXz8+gSebfEjzwK0AD6/0s7YqDHMOlqBZYubMHT983zjPobT\nQcGkLgsCGhMPTJm3mjETilPY3bDHyBhzH9BBRPoZYyKAV6xnW/EiEphtuzgRCTLGfAWsFZHJ1tfH\nAAtF5Ner9qtnW8qhLFP8JwONgfLAEXArBwEh8BLwyXG4cBrww89vMr///iD169fJ0b4zMjK4ePHK\nKpNBQaMAIS7OUqAFBgZe553/luczrsk2fL96Fp6VrzWHqcLo/Pl4ijQoRXj0Ps5W/A3J7AtH5wBd\n8OAin9QKZGBEJhF3L+e7ds+y7K/X6N+hT473H3/+PAbL3/dm3450T/qRfSYYgMAAJ89fYHMOu1mP\nUTOgszGmI5ZpO8WNMZOAU8aYMBGJNcaUwrIqDFiuH4Rne38Z62v/EhkZ+b/nERERRERE5OkDKJUX\ngYGBiPTn/fen8dZbe4AAy91j4zzhbT/atz9Bixb+pKYmsmGDb46LIgAPD49/FD8ib+b4vVFRUURF\nReXik1yHHaasFhKaw1ShExAQCNEp/LppFYOfqckO5pG0rQtM/4MM7mb+gzOp0PoQbY660SewBn9I\nzosigMCAK6tvtOYvznjdYONsCkv+yvF0fWNMS2CQ9WxrBHBORD42xrwGBFw1cLERVwYuVr761ErP\ntpSzmjp1ET17bkXEg7Vr29Cp01zOnh3msHjyfMY11obv1zOFp8coO81h6lYQ0vUcId/FsDQzlI/c\nJvNVqUEOi8Uh+QtszmE5GWOU3eVoPwKmGWOewTrVFUBEdhtjpgG7sdR8L2r2UK6kR4/29OjRHoCl\nS/90aFFkE+0xuh7NYapQOzO7BFCClesW81VjxxVFNnGVHiO7NqpnW0rlSJ7PuEbb8P3qWzh7jOxJ\nc5hSN+eQ/AU257Dc9hgppVyB9hgppVyVg/OX3ivtKnYZOJYPnDUu0NjyIt/jcuB9hpTjOOvfOzhv\nbM4aF9zCsTn4XmlaGF3FWf8QnTUu0NjyQgsjlR+c9e8dnDc2Z40LbuHY7FwYGWN8jDHrjDFbjTG7\njTEf3qh5vZSmlFJKqUJLRFKMMa1E5JIxxgP40xjTQkT+vNb2WhgpVRilOzoApZTKo3zIXyJyyfrU\nC3AH4q63rcNmpRV4o0q5qDzN6njfhq/Ymzor7WY0hymVMwWev+CaOcwY4wZsBioB34rIkOu93SE9\nRpp0lcpnOlYoX2kOUyof5UP+EpEsoK4xxh9YbIyJEJGoa22rl9KUUkop5boORcHhqBxtKiIXjDEL\ngAbANd+khZFShZH2GCmlXFVu81d4hOVxWdTwf/zaGBMMZIjIeWNMEaAt8M+Nsinw6frGmPbGmL3G\nmP3GmFcLuO1xxphTxpgd2V4LMsYsNcbsM8YsMcYEZPvd69Y49xpj2uVzbOHGmJXGmF3GmJ3GmAHO\nEN/1pjk6Oq6rYnQ3xmwxxsxzltiMMYeNMdutca0v8Lh0un6+cGT+srbvlDnMWfOXtR2nzmHOmL+s\nbTkuh9l/HaNSwApjzFZgHTBPRJZfr/kCL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"text": [ "" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "now let's investigate some points a bit further, we made a nice function that can retrieve the downstream point along a stream line. So we can extract the whole streamline, giving only a starting point of the stream. We will end at a pit cell. From this list we can extract the elevation like so:" ] }, { "cell_type": "code", "collapsed": false, "input": [ "some_points_upstream = [(111, 100), (286, 373), (130, 109)]\n", "pit = 5 # this is the number attributed to a pit cell\n", "plt.figure(figsize=(14, 4))\n", "\n", "for n, point_up in enumerate(some_points_upstream):\n", " plt.subplot(1, 3, n + 1)\n", " # find the whole stream line and retrieve elevation\n", " idx_down = [point_up]\n", " idx_next = gis.find_downstream(ldd, point_up[0], point_up[1])\n", " while ldd[idx_next] != pit:\n", " idx_down.append(idx_next)\n", " idx_next = gis.find_downstream(ldd, idx_next[0], idx_next[1])\n", "\n", " # now we have a bunch of idxs, get the elevation and plot!\n", " plt.plot(dem[zip(*idx_down)])\n", " plt.xlabel('upstream point {:s}'.format(str(point_up)))\n", " plt.ylabel('Elevation along profile')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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B9F2buOeWuyZNCvsQvfVWbCGJFFw+Gh5IkWrcGP78Z7joIi3qFqnN1luHNq+v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\n3ttV1X17f2vddWs8e9fpql+dYdc5fPe7MGhQCO9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"text": [ "" ] } ], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "These figures clearly demonstrate the problem: there are bumps in the elevation along the stream line that will certaintly compromise hydraulic simulations. The 'bumps' may be due to insufficient resolution (the case here in Curacao given the coarse resolution of the elevation of about 100 meter and the small dimensions of channels, about ~10 meter) or due to islands, vegetation or even elevation data noise. Now let's try to solve this problem. The function dem_fill_dig will dig out or fill elevation pixels along stream lines sequentially across all streamlines within the elevation domain. Whether you prefer digging or filling can be established with penalty weights. A high penalty weight for digging means that the algorithm will prefer filling pixels, while the reverse is true for a high penalty weight for filling." ] }, { "cell_type": "code", "collapsed": false, "input": [ "dem_mod = gis.dem_fill_dig(dem, ldd, dem_fill, ldd_fill, pit, weight_fill=1.,\n", " weight_dig=5., z_int=0.05,\n", " flow_dirs=np.array([[7, 8, 9], [4, 5, 6], [1, 2, 3]]))" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Preparing new dem\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's investigate if the DEM was indeed modified. First we make a difference plot between the old and new dem" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.imshow(np.ma.masked_equal(dem_mod, dem_fill)-dem, vmin=-2, vmax=2)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 5, "text": [ "" ] }, { "metadata": {}, "output_type": "display_data", "png": 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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "We definitely see changes, especially in the larger channels. Let's plot the elevation profiles of the same stream lines as before" ] }, { "cell_type": "code", "collapsed": false, "input": [ "plt.figure(figsize=(14, 4))\n", "\n", "for n, point_up in enumerate(some_points_upstream):\n", " plt.subplot(1, 3, n + 1)\n", " # find the whole stream line and retrieve elevation\n", " idx_down = [point_up]\n", " idx_next = gis.find_downstream(ldd, point_up[0], point_up[1])\n", " while ldd[idx_next] != pit:\n", " idx_down.append(idx_next)\n", " idx_next = gis.find_downstream(ldd, idx_next[0], idx_next[1])\n", "\n", " # now we have a bunch of idxs, get the elevation and plot!\n", " plt.plot(dem[zip(*idx_down)])\n", " plt.plot(dem_mod[zip(*idx_down)], 'r--')\n", " plt.legend(('original', 'modified'))\n", " plt.xlabel('upstream point {:s}'.format(str(point_up)))\n", " plt.ylabel('Elevation along profile')\n" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Mqu71lZI9jqruCmtg1vNznC0LNiGtW7H5hQ9pcU8Hr8MxCSiEnp+Q8olv4cLP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\na88D9wHpEctiUU5W+Tua5dQHfhaRt0XkWxEZIiLlolxGZpcDI4L7USt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"text": [ "" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Awesome! The elevation now goes down all the way, no artificial obstructions that cause mayhem in your hydraulic 1D model anymore!" ] }, { "cell_type": "code", "collapsed": false, "input": [], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 6 } ], "metadata": {} } ] }